{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import sys \n",
    "import matplotlib.pyplot as plt\n",
    "sys.path.append('..')\n",
    "import logomaker as lm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running ../logomaker/examples/demo_fig1b.py:\n",
      "-------------------------------------------------------------\n",
      "# do imports\n",
      "import matplotlib.pyplot as plt\n",
      "import logomaker as lm\n",
      "\n",
      "# load crp energy matrix\n",
      "crp_df = -lm.get_example_matrix('crp_energy_matrix',\n",
      "                                print_description=False)\n",
      "\n",
      "# create and style logo\n",
      "logo = lm.Logo(crp_df,\n",
      "               shade_below=.5,\n",
      "               fade_below=.5,\n",
      "               font_name='Arial Rounded MT Bold')\n",
      "logo.style_spines(visible=False)\n",
      "logo.style_spines(spines=['left', 'bottom'], visible=True)\n",
      "logo.ax.set_ylabel(\"$-\\Delta \\Delta G$ (kcal/mol)\", labelpad=-1)\n",
      "logo.style_xticks(rotation=90, fmt='%d', anchor=0)\n",
      "logo.ax.xaxis.set_ticks_position('none')\n",
      "logo.ax.xaxis.set_tick_params(pad=-1)\n",
      "\n",
      "# show plot\n",
      "plt.show()\n",
      "\n",
      "-------------------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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dvLLmFb776ztKXaWMaD2CZ89+loTIhHqZT/Pm+jHf46syhIA9mtTTKINuUdp8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nlgLl2EfVX4XLMJ24zpX8/qSG28sy397vTxlkKllst3lhdKLYUhPZvG/T/+yp+lUKpifV3vFJRq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\nfo+JS2D91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Rw6dAnlGznsQ0/PME1Nl01zmZlJUdVNo1koCso2W+YaDr9k8pr50t50yFLm\nIzF5ZZStsNmEu+5ay3e+s4OdO0vIz0+Zrg8pYtzk3XnnGv7wD6/jhhtWL66ymgVjKSYYFAOzA3Da\ngOsXSReNJmasW5dFamq8qWRHV9cwhw61c911xX6PUUrxxhtNlvmyMp0Fplme5KzehP2zeFNB3MH+\ndk4deI5N199naSHl7G3lQt27Fjm+HrrlTnZ2sjdpYC0u1yQTE5MkJjp0p5OrlKgbayLyNlDgZ9df\nKKVeCEaEnzm/rgYReQR4JAT1NJolg91uY8uWAvbtazHNv/lmEzabsH27tSn1J5+00tjYb5lfu1bX\nV9IsT+yOOArXbKWt4YBpvqf1FEOXO1m94QZSMvLxuF1c7jrPpcaDeCbdPjLiyVpCraiiTVycPahe\noZqVS9SNNaXUnRGKaANKZj1eDbQHeK3HgMcARGT5Byxorjq2by9i//42U6spt9vDyy830NTUzy23\nlJGenkBv7wgHD17i5ElrTFt5eYYlWUGjWU6UVe2is/m4qU8owOhQP+eOvDrv8QUVW3DEJcRKPY1m\n0VmKy6CHgPUiUgFcAr4KPLS4Kmk0sSE9PZEbbljNRx+1WPadPt3L6dPzFwm97bby6Cum0SwgcQnJ\nbNj+eU7tfw5Ltdcgji2vvjU2imk0S4SFLt3xZRFpA24EXhGRN7zzRSLyKoBSyg38IfAGcBp4Ril1\nciH11GgWkltvLScvLyWsY3fuLKGsbGUEVmuubvJKqlm/5e6QjhGbnU033Edcgk6w0axsZL7Ms+WC\niKiV8r9orj4GBsZ54olj9PePzv9kL2vWZPL1r187b4q/RrOcuHTuII3H3kB5Jud8nj0ugcodXyS3\nRFd20ixbgj55a2NNo1kiOJ1j/OxnJ+jtHZn3uevXZ7F3bzXx8TroWLPyGHb2cPHUB/R1nGPSNW7a\nJzYbWYXrWVe7h6RUXbVfs6zRxppGsxxxuSbZt6+FgwcvMTbmtuzPyUnm+uuL2b69CBHtUdOsbJTH\nw0BfGyODfSjlITE5nVU5JTqZQLNS0MaaRrOc8XgULS1OWludjI9Pkpwcx5o1mRQUpC62ahqNRqOJ\nDkEba0sxGzRstKdBo9FoNBrNMkEppYIyXFaMZ02j0Wg0Go1mJaL7Vmg0Go1Go9EsYVbUMqg/RKQS\noxF8MUbbqnbgRaXU6UVVzA9eXYuBT5VSQ7Pm9yilXo9A7nUY7tZDIlIF7AHOKKXmLw0e/Gv8VCn1\nzWjJ88q8GbgOqFdKvRmmjOuB00qpARFJAr4PbAVOAX+nlHKGKfe7wK+VUq3zPjl4mfEYRaDblVJv\ni8hDwE6MeoOPKaVcEcheC3wZozuIGzgH/Ge4/79Go9FoFo4VvQwqIt8DHgSewmhjBUb7qq8CTyml\nHo3Ba/62Uurfwzjuu8B3MC7MtcAfT/VSFZEjSqmtYerzA+BuDMP8LeB64H3gTuANpdTfhiHzRd8p\n4DbgXQCl1BfC1PWgUuo67/bvYbwfvwbuAl4K5/MSkZPAZqWUW0QeA0aA54A7vPO/FaauTmAYaAL+\nE3hWKWXtBRWazJ9jfE7JwBUgFfiVV1dRSn0rTLnfBe4FPgB+EzgGXMYw3v6rUur9SPTWaDSa5YiI\n5Cmluhdbj6BQSq3YATQAcX7m44FzMXrNljCPqwNSvdvlwGEMgw3gaAT61AF2DANgAFjlnU8CToQp\n8wjwH8CtwG7v3w7v9u4IdD06a/sQkOvdTgHqwpR5erbePvuORaIrRhjBXcDjQA/wOvAtIC1MmSe8\nfx1AF2D3PpZwP6vZ3wHvdjLwvne7NJLvlh4LN4C8xdYhBF2zF1uH5TyAdOBR4AzQ5x2nvXMZMXrN\n18I8bhXw98DPgId89v0oAn0KgH8FfghkA3/lPY89AxSGKTPLZ2QDzUAmkBWBrnt8PrvHgRPAL4D8\naH1GKz1mzQMU+Zkv9O4LCxE5EWDUAflhirUr79KnUqoZwwC6W0T+mRDSe/3gVkpNKqVGgCal1ID3\nNUYJ/z3YDnwG/AXgVIZnZlQp9YFS6oMIdLWJSKaIZGN4knq8ug5jLN2FQ72I/LZ3+7iIbAcQkQ1A\n2MuKhlrKo5R6Uyn1bYzv2Y8wlpjPhynT5l0KTcMwqtK98wlAXAS6wkzIQ4JXPkqplkjkiki6iDwq\nImdEpM87Tnvnot4DS0Rei+DYVSLy9yLyM+/y8ux9PwpTZoGI/KuI/FBEskXkr0SkTkSeEZHCCHTN\n8hnZwEHvbyMrTJl7Zm2ni8jj3nPWL0Qk3HMW3s86x7u9XUTOA5+KyEUR2R2mzCMi8pfepfuo4dXv\nPRH5DxEpEZG3RMQpIodEZEuYMlNF5K9F5KRXVo+IHBCRhyNQ9RkMz/etSqlspVQ2xsrFZeDZcIWK\nyNYAYxvGak44/DvG9emXwFdF5JciMlUE74ZwdQWewAhVaQXeA0aBe4B9wL+FKbMX47o1NQ5jhB0d\n8W6Hy9/N2v4fGI6LezEcDj+OQK6ZWFjpS2VgXDgbgdeAx7zjde/cngjkdmF8uct8RjlGvFE4Mt8F\nan3mHMBPgckIdP0USPZu22bNp+PjaQpD9mqMk8f/IUyPoo+8ZgxD54L3b4F3PpUwvWDe//MJjOXK\nTzEMtPMYS4KbI9A1oEcKSApT5p94dbsIfBd4B/gJxh3lDyLQ9Y8x7vQew7hb/23vfC7wYQRy3wC+\nN/U5eecKvHNvhSlza4CxDeiIQNdfYngmvgS86H2c4N0X1u/Aey75I4w4yBPe/7vUO/dCBLp6vL+B\n2cM19bsIU+aRWdv/F/gb7znrT4DnI9C1btb2e8AO7/YG4HCYMi8A/wS0AAe9OhaFq+MsuQcxQkIe\nxDACvuKdvwPYH6bMF4CHvefCPwX+O7AeeBIjJjYcmWfD2ReE3EmM68x7fsZomDKP+Tz+C+BjDK9V\n2NcXzKssLXO9Zggy/5v3N1sz+7sWhe/V7N+W7/sR9uqN5XWiJWipDoylqhuA+4CveLftEcp8HLg5\nwL5fhClzNbMuej77bopA14QA8zmzv7QRvh/3hHtiClJ+MlARoYw0YDPGRT9i1zSwIUb/a9HUhQnI\n8H5nr4uC3GqvrMoo6hr1i0osLiheuVG/qMTiguI9NuoXlVhdUDCMf4d3+4DPvnBDF2breguGx7rT\n+x14JAJd5/q8wgoHAI77PD7k/WvDSOIKR+abwJ/PPk9hrNh8D3g7gv+/HlgfYF9rmDJPM8sJ4J37\nFnASuBiBrsdnbf9NNL5X3mOnHAz/7L0mhHXz4yOzDcNQ/zOMm22ZtS/s8BXfseKzQZVSHuBAlGV+\ne459DwXaN4/Mtjn2fRyOTO+x4wHmezHcwhGjlHoFeCUasgLIH8G4245ExiBwPDoagVKqIVqyfOS2\nz9q+gpEMEQ25JzFOoNHkooj8OfCkUqoLwLuk9jCG5yIcTgP/RSl1zneHiESSeZsgIjbv+QCl1N+K\nSBvwIYbnNhxmh5H81Gdf2E1blVL/JCJPAf/T+z//ACOTPRLyRORPMZasVom55Usk4TA/BF4VkUeB\n10XkX5hJijkWkcaAUmofsE9E/gj4DeABDA9xOIyJyF0Y3nYlIl9SSj3vXa6du2t8YIZF5Gal1Eci\nci/Q79XbIxJ2lfYHMLy1H3h/TwpjNedF4P4wZYIR9xXos/6jMGW+BNwOvD01oZR6UkS6gP8dpkyA\nF0QkVSk1pJT6y6lJEVkHnA1XqPc6u9f7Wb2F4QiIlJ/gDS3B8KjmAD0iUkAUfgPTRMvq00MPPa6u\ngRGY+w8Y3pV+7zjtncsMU+ZXgI0B9n0pAl3/EbjTz/wewkw2Av4ab1KQz/w64Lkovcf3YtxsdkYo\n5wc+Yyp5pwD4aYSybwWexki6qQNeBR7B63ELQ95T0Xjv/MjdjLF0/xpQCfwvjKzrk8DOMGVei7G8\negX4CK/HHSPE4LsR6FqJkbGf6jMfdvjOLLl3RFPuHDLvXsq6YiTZXbNU31fLa0RLkB566KHH1MAb\nF7fUZS4HXX0uKkta1+X0vi5VXTHiVc8Cz2PE8X5x1r5I4sCiLhfDIxcLXaMuN4bva0zeA8vrREuQ\nHnroocfUIAoJJwshU+uqdV1quhLbMk5Rlat1jZ1c37HiY9Y0Gk1sEJETgXYRZgmbWMiMlVytq9Y1\nRrqayjiJyK3AcyJSRmRlnGIhV+saO7kmtLGm0WjCJR/4HEb9p9kI8MkSkhkruVpXrWssZHaKSK1S\n6hiAUmpIRD4P/D+gJkyZsZKrdY2dXBPaWNNoNOHyMob735LxJCLvLyGZsZKrddW6xkLmN/EpAq6U\ncgPfFJFIiqzGQq7WNXZyTazo3qAajUaj0Wg0y52V3m5Ko9FoNBqNZlmjjTWNRqPRaDSaJYw21jQa\njUaj0WiWMNpY02g0Go1Go1nCaGNNo9FoNBqNZgnz/wEQfeP29Y8LWwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rm: _static/examples_images/crp_energy_logo.png: No such file or directory\r\n"
     ]
    }
   ],
   "source": [
    "lm.demo('fig1b')\n",
    "outfile = '_static/examples_images/crp_energy_logo.png'\n",
    "!rm $outfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HH1709cDFdKzdfps6z1qAOQohhXS1ryAvnKsPrfb73qpDq4Lah4lJTaM11kLq8LG/1Fla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nlgLl2EfVX4XLMJ24zpX8/qSG28sy397vTxlkKllst3lhdKLYUhPZvG/T/+yp+lUKpifV3vFJRq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\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load crp energy matrix\n",
    "crp_df = -lm.get_example_matrix('crp_energy_matrix',\n",
    "                                print_description=False)\n",
    "\n",
    "# create and style logo\n",
    "logo = lm.Logo(crp_df,\n",
    "               shade_below=.5,\n",
    "               fade_below=.5,\n",
    "               font_name='Arial Rounded MT Bold')\n",
    "logo.style_spines(visible=False)\n",
    "logo.style_spines(spines=['left', 'bottom'], visible=True)\n",
    "logo.ax.set_ylabel(\"$-\\Delta \\Delta G$ (kcal/mol)\", labelpad=-1)\n",
    "logo.style_xticks(rotation=90, fmt='%d', anchor=0)\n",
    "logo.ax.xaxis.set_ticks_position('none')\n",
    "logo.ax.xaxis.set_tick_params(pad=-1)\n",
    "\n",
    "##################################################################\n",
    "plt.savefig(outfile)\n",
    "plt.show()\n",
    "!open $outfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running ../logomaker/examples/demo_fig1c.py:\n",
      "-------------------------------------------------------------\n",
      "# do imports\n",
      "import matplotlib.pyplot as plt\n",
      "import logomaker as lm\n",
      "\n",
      "# load ss probability matrix\n",
      "ss_df = lm.get_example_matrix('ss_probability_matrix',\n",
      "                              print_description=False)\n",
      "\n",
      "# create and style logo\n",
      "logo = lm.Logo(ss_df,\n",
      "               width=.8,\n",
      "               vpad=.05,\n",
      "               fade_probabilities=True,\n",
      "               stack_order='small_on_top',\n",
      "               color_scheme='dodgerblue',\n",
      "               font_name='Rosewood Std')\n",
      "logo.ax.set_xticks(range(len(ss_df)))\n",
      "logo.ax.set_xticklabels('%+d'%x for x in [-3, -2, -1, 1, 2, 3, 4, 5, 6])\n",
      "logo.style_spines(spines=['left', 'right'], visible=False)\n",
      "logo.ax.set_yticks([0, .5, 1])\n",
      "logo.ax.axvline(2.5, color='k', linewidth=1, linestyle=':')\n",
      "logo.ax.set_ylabel('probability')\n",
      "\n",
      "# show plot\n",
      "plt.show()\n",
      "\n",
      "-------------------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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Kr371q/H5z3++qd8upIHXfZoWMgB489XA791U/3dDMeBtNwA/cwnwxs8Cz8wDH3mM9/EP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\nUywBD09zoeDXInVmFUCDhCwZpU52JVs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LD8VZbPlsJnCy8L5qW+3o0W8dBz7+GEl8t0WZ\nZgrMu7hVaQLn08Ddhyq3C1kklNOrOsFrNTx4CvjWMeYgu2UXPQ9BIUi1R8mhXnkhTe/UniGWSXxu\nsdK4MNrHFDYzKRpVqhkfwqoM4tZ+8oBTq7p8Fpoc69bywNoS+0yzmnO/hOzvAFzl+uzvPT7rWoiY\nf1yFz5pWE7PumSRTnEvRqrRjoJKQAWTX352iiLqbBf9uiKm2W8J8G8VBRcgu2cLV4cNqwrUskihT\nD7G5D5hscEIuOXyuP3Z+ufuzUzhw4ABe/epX+9o2WwQeMdyWfl2z9SBRe5L6IhHpfkLmAPjIQSYA\nFnzkYOcTmArazV/CNpN4Pj6jI8YLJZKPyWW1EIsC/TGVfzGi83KJNKHk6MCenKoVOJty6UOXKOFw\na2k2Kt1NM5AKHD+1rzbRem6RtWw/9CjLD3UTCf3WcVqDJKfhZ57y7pOXqmSuX3vOnwb2Xx9hrd6f\n2gd84/jG6GZroVhiZLEDuuuzBT6jfInj0nBcF3EfilNHfWyxfonDQomkbVYFLp0zwn7jtog1g1bu\nYU1CZlnWDQBuBDBmWdZvGl8NAjirpvTpVS3mT+XLS39cPMbVdclhVNJsipGHU8v0xyci3g+q5LC2\n4Y6B7uq8z2ccPMNV0qYErWMScXjBJpqMJbVFPMyJaK6JFBBPzpKQXbmt84Tszjvv9E3IAApor93O\ntni/f+NaTcRUz5ZJty8MVPF8dBXMiEEAuHcy+OjJboJlcQLelKAl0LQGFEq0Isz7TPtRCzOpzpZK\nChqTyxwLRhJMDn3IJUVIRhggtGOAk/3Tc7Q+37Z3I87WGweO8nm/ZDfnpnuNtr6tX9ebvWIr3/2O\nBas5Bj29ZDfr4j4xU/83ncSxJS6qzhlmXjkxpAzFlbHEiAYdieu8cbUw1qc9Rqs51kh11DEmlxsr\nSh406lnIogD61XZmQOgygNe266TagePLfAjDceYhE8RUPbjpNT6YXJFs+elZTci2D5QXdDYh6R+6\nVejvha89V18vMBwLvhRGq1jM8JncrIS3psbruu3lheQl5cCcj4nk5ecCP30J8MVngE89CTypBiU/\nEWxB4/Of/3xD23/vBPAWULMR1EAikXYywXeiDEwQOLlCa/b4AK17h+fp3nm+Y2KAY9uTM8DJs6gQ\nfKcwuay9GPceryQrIYuRhzsMT8dnnuZCPeicWs1gLQc8u8Ao/9E+9nnJxbV3mPkHhZCNJRmcVG2+\n8sJXj5CQXb+9uwjZUpbGk91Dqmi3WhwPxrQRxJQG+CkVFg+Xp2NJqETwRxd1pY/V3MblIqtJyBzH\n+QaAb1iW9QHHcQL0MHcWazlOzJdu0a5LwY5BnTJiZo3bXjNOJp7KA2dS7My1GvjU8tlDyBbSJB5+\nEA0xe3234Bn1DPap3DqHDGK9f3t55xRhej0LwUgCuONqXusbrlBanFm2l40gZLfffjvuuusu39s/\neIqDkN/0Dn5gRh0B7YuWage+fxL48QuDc9+eLeiPcgG1mOGkejZbtIJEpsBxXWqVegX4FB1aWkzp\nSUEVzf7tGzc+eOvxGVpwbvbQzb50DwORBJsTfPaN8Imn50h29m/nNXeL13I1y3FoIMZnWHLoOt85\nqD1Sw/FyYX49eOXF7IuQ5M2maGUb7du40kr1XJZ/4zjOrwP4B8uyKi7ZcZzXtO3MAoRoKsb7dR4y\nwU6VBHFrEnhMaStCNlMmfO8EydbV43xIs1UGuTMqQKBbc5SZEIHrzbtqByTccxj4xBO8P0EnuGwW\n0kkuGqXZ/ojyo40kGPlq6lokyKBemZNzRrSezrKY+fov7qXb8sU72VmbKSzeLF71qlc1tP1antax\nh04Fex7RkCZk73yJd8b7dmS3bxX3v0AJmWA4Dty4kxPYsSVa/tsRVX22YHKZBGPnIMeC6SoT7eQy\nF+IhS+sOJ5cbr0XbDkgg08VjtH79QPV1C/QMfMooWTTapxeujeC7U8BrL2Z93I2ILvdCCTqXmLRh\nd31a22IkeKtj9EicY9xyjvdwJrUxerp6FOLD6v2v2n0i7ULJIfsfH6CY/7ixQhrr44R7bJET+qaE\nrju4uY9kZGqZE/2OweqErOTQXbLXZ4j9RmJymR35FefVtnw8Os179eFHgbdcu/GrREATsu0DFODm\nFbG+WFnMTAuZrKDqmZ7dLgmxvj0xy/QX520KJreXX9x+++0N/+bECttfkIiFtD7vui5zXdfCA8od\n9f2A9HRnK8aSfEkh5ZMr5fmUGkUywolqcx8QD3E8mE3Rc9DsPjsBGe93DgJTK9WtP5NLrAm5JVmu\nS/ryEXpWztnAsf3gGc5NW5JMT2GWThuJa6lC2Gbux3mfulkzevpJ5W24bEv3EDIT8txOr9KluHOQ\n8/LkcjALjmSU5G41y3s4GPNezLdbK17PZfmgev9Ge0+jfVgX8w/qPGSCXUN0UT4xy4l5W5L5TAQX\nbeZK88QKQ22jIZ3zyo3J5bODkB1fArb0k4zdN1VZcmMkDvzkPjb440t8felZ4FVdkPp3JqULwJu1\nSCXVgUkaZWVVb5Ez7iJkMvCJjmzvcGcJmWVZcBpcmp1eDd5FFQt390RbDUcWOFA3oqF5PkPkGLLw\nyBR0PUB5SSFt2V6ylifCuoC31+JtU4LjxAmPxUC3eAsmlxmUMpasHOtMiIxlx2A5ISs5wAceAf7g\npo25psUM7++LVRUKt25WCqEDfB6W5Y+Q/fTFfN1/Evir79CqVizRQtaN6IuoCGFwTJ9L83wlaKfo\n8PtWgsEHY/Q4TCmjhVebP9Nmi3M9l+VB1JjTHMe5PPAzChjHl3WSVFPMHw9z4n1qlqbJMymK/cxk\nsZEQc7o8NsOK8+MDtKZ5YTVHfVa35a8x4Sj9nBS6/sHpyokrZNNEbwpcDxzlakzqom0UZta4SgfK\nifU+RchsqzyFCYC6jMyrVuO+MYp/C6XO1+PzS8ZiIbbpM2tcdMykqK8I2f4LatdCPMxIsx+tI2fb\nyIikanhyduNEud0OSdwclOY1Eaksct9NmFzSspRqicABZT1zSDDdov/ZFJOw/o/L2nee1XBUzTcy\n9poRovu3ly9Cpa5mvf6/OcE0FwDntx86hzkMjyzyWQrp6SaIPKLkcJ6dXuPCYby/3I2Z98nIVrIk\nXybCNsfVIMbPZlGP8zcmaOky1BPzlxy9ujutRJ3RUHlUzkCMTHwuxd9UI2QA99/NhOxMiivkXUOa\nnLlRLNG9YRIyB8z6/LYbaM7dKJxZ04OrRE/GwwxXFoRsoNTAMskrH9u+UeAbRzemuPZdd91V1215\n0y5m2N6a5CLj7meA37ye9esiIUaKtlrUfWKA1tGlLoq68otOWjR76F7kipy4L1EL0OMegn5BpkDi\nZY57Jr49CVy+hfUfOwmRaZy/iS40IWijfdrqKQRKunw9C44EsglespuE7KlZHmd8IHgJRFA4vqQj\nTDMFSle2DzQ+74q3bN9oMDVnn5jVmrNskWmymolOrzlsO45zrNarmRPvJI4vcYKaGCgX81sWScmp\nVe2CnFO5x8b6WExcOq+Y+KeWtW+5Gk7VyAzcDZg09BQzqerJHaeWOdmb2ffXcqybtlGJA4slrlxG\nVceT6MkLXCWsGi1m7qUJmFAJXjaCkN199911t/nJi/R5XThKUvkzl9ClYlsU544P1N5HPbxuA6wB\nrWDfKPB7NzEA5+A033/vJq0JDAK7h4Hf3OBFSbMoGiXUar2KXTx+NYoTy1x07xzk2H66TkqQqZXq\nhAwA/u2g1hh3CiJF2JqkO170Y2a7lvHPr27WLdM4d4SWIZFpXNAlFk8LlfPNtv5yAmVbjY/5Fcex\nWn+ZyBYoqTm8wDmrEWt9PZflvY7j3GRZ1gp0YfT1d8dxujZHvQjtx/tJLNxi/niYUUjm9jMpPvAn\nZxnZErH1zT69BlxcZOeupkUoKOvSrqH2XVcrOL6sS0fVKikztcxILbGSCJ6dZ4j1D5/T/nN1I1vk\nMxpx5RczS+UAvDY/uccEXosj0SXMpVlupZNoJOWF4PsngCu36vxsQeCV5wET/WdPXqu338I+/cYr\ngb//PvBXP8LP60XZNoJ33Ub3SCejboPCg6cYMVgPF40CP3vJ8yPR9XHlAdg1xHHZq2qD6Z6bXGJ6\njJE4S0e5sZIDPvIY8Oar23XGlZhZY7tORstdrhebhMwCCtDPrN6i2R3IFLKB8zcDT83xt9u7ZFYP\n23xm+SINKwDvxbZ+bcFLRloLOJtN6XxmAzF/FWzWchwD6vGsdB6YynPf+8bqbKxQz0J2k3ofcBxn\n0P3u7xAbg9NGZv50XmfhH4rzs6VMuYBffpOIUF8xlqQ7M5WneXiTyu8yPlC7AXi5AbsFk0skLCG7\njp5CfedVEuqew1ypdRqycpcOI8JVtwjVvfprBuvFtVUQQasrsEbQSJZ+gIPD904AXw/YXh22gddf\nEew+2wlTgGtm7A9SiC1alb6zJFGuicllTmoXbq7+mhig2+rrRzf6bIPB5JLSy/VVjnfSp2NhTupA\nubC/Gh6d7qxuciZFzRdQXnXEnOAbdbl5pTHaN6p00Jnuyakp47C7gPqmhE7ZNOAam/2Ss7Ekr3lz\nH7V3+RIDG7yKtZtYVDU0p9fodZNXLRLcSPk238OVZVlXAbgJJIb3Oo7zA/+H6Twml/lApeNdv6P8\n+4MeOpOZFCd+M7v3908Al4yVCwe3Jqv72BczNGu7G8pGQ7Rh+1UKg1qETFyvXgOT49B0/7brK3PC\ntBPSqGXwEUGm27w+EcAyYTDG44hbdEuyc4PwHXfc0dD2B45x4fHlw8A7bmnumJPLXIm7ceFmjyCJ\nLsfxJeZkO7KwsakKug2TS4wUv72GK3p6DfjH+4FvHqcVwm19Ptswuawzupvj3aYE3XT3n6Rs44qt\nwCPTepsdg7pmrhemljt3b2ZSzFQPaMv/cFzLKgCSynQDlmAvAidJsGdTnZdpVEM8zLH4zBoDlszF\n1fYBPjv34kh+U228lqHMtrDuHgnb3M9ihqX3akkS2m0d90XILMt6B4CfBvAp9dEHLMv6pOM4f9q2\nM2sBq0rMf3kVAWbJYQK4fg9CsZghawY4qM+mmNPoRds0Y98xWFv0OLXs30TZKQjJ2jmkyVk1iLu3\n2kpxKQN87HHgl17UnnP1gljIbIt/Ow6Jkju57d7hyt82CtvifucM/Uan0ijceuutDW1/z2G+Ty4z\nQ3szE8W/PAR88JHGf9eN+OoRvn/5MPDmazb2XLoFK1laPq4a5/+/8ExlYepLxzgpS2qfTz/FcbBb\nJudGIfKRlyg3vim92DVU7rbbMUhCtpTlRF7LQgZ0lpAtZYDN6rnJAvEil1dga7L1yECxms2nq8+b\nG4Hxflqkji3xuYkl3LZ0EJ7Xb4qlyihKgIRqLVdpTFhIc94LKtl1yENb5gd+LWQ/B+BFjuNkAMCy\nrL8A8BCAmoTMsqxXAPhbsBD5ex3H+QvX928A8JcAJK/2PziO817fZ18Fk0rMX819ZVs6r0s1LKR1\niHE6z0zG529iWPBoX/WC4wAHggsDit4ICrL62zWoEkTWiUScXGZts2r1wZ6YAb55DLglQN2SX4i1\nzKu00b7RYJLYDse1W7STqS8mJiawsuIvxClfBL5ulE358uGz36rRKr4ihOxIj5AJjhsShKWMdxUD\nx6H7f/sg8NwCSdlHDwJvuvrsqWVqQjRju9QC1MyVtmuwvE+b0owpZVWrhVrehSBRKNGik1CztIxH\n7sX+xEDryVxFNzufprUoGfEmNJ1GJATsGWZ06ZEFkk/Jt1YtsXkkxJygcylgMVs+T5ccErxERGvE\nc0X+vXe49bY+GCPZ96NF84JfQnYUQByA8PAYgMO1fmBZVgjA/wXwwwCmANxvWdbnHMd5wrXpxx3H\neYvvM64DSWWxvY7Wqx4GY3Q7is7MccoT7u0YBJ6p0gmyRZpZu6EwrWBdT5GsrHsopCsRoQi65HD7\nF3sI+0184RmK/8MBEKBGIC60lVzld5lCMOczEtdlVjqpIfNLxgAWiV827sHnDgG/tr95QfYrz/MO\ncmgEDphIeCMwn9bBKo+d0YXGX+iYXOLicPtg9Yl7PQJ7gIQMoFXtE08AP395dy0u/cDM0O+Oft85\npAkIwHFxc4IarallLuri4dpR6J2AnLOMZwtt1M32R3kccxG6EVphL0RDlB+cWuVrLk2jyGCs9li/\nWVWWKJRoFcsrz4oDtueIzd8nIsG174Fo82QMqB9l+ffg+WcBPG5Z1lfU/38YwL119n0dgGcdxzmi\n9vUxAD8OwE3IAsWpFTLeViMdQzZD5799XJv3Tfa8Y4BurGpivsml7iJkx5dJIi2rnGBJZvqnZrmS\n3D3EFcSU4gU7BqsTskKpsihvJ/HoNKPHrh7Xn33iiWAi60biupxIJ4tr33nnnb51ZO9zqTgPLzCh\nbbPRlv/wytbJbL4InPcPre2jWXz5cLne7YvPdtat3q2YXNardq/i2gDJ12qu0l13ZIH39RXntf88\ng8TkMq93Wz9wn2sBumtQT8Ilh5agfaPAvZOqtJzFBf3hKoSkU7WLpS1LSbhCiSRit2tu2xlAVL9l\nUTslgQOSZqNbELY5zwzFOMefXOHck4yQTCZUwmMvI0zYrl232UShxJdUrOg06jWpB9T7gwA+bXx+\nwMe+twMw4p0wBWC/x3Y/ZVnWLQAOAfgNx3EmPbbxjcllkgwvfVijiIfpAvJKEZGIMCdWtZI1s2mu\nsDo5mVdDrshs7qKnME3uu4bonntqltudu0lFkSi3ph89xUYRMgD42hFNyEoOqwoEgaE4Td3pfGej\n6h544AFfhKxYIhl1474Twaa/OJvw4YPl///IQabBONusO0EiX+QEdq2PYJ5qffm7U7TCXNHhFDCt\nYHJJL0BNEjoS1wFXo326FM5lW0nIzEjLaoTMAb0w7Q4acS/2Cw5lGu5F077RYNKUjMTLCVk3YjBG\nK9RylnOslP8SREPK8hUCwhbvlfR/y9IWMoB/F0q0nBVKnK/NBV0iwrqtJlIBptHxQr1alh9sYd9e\nTcRtT/o8gI86jpO1LOvNAD4I4LaKHVnWHQDuAID3vOc9VSes1RxNrldWGThKjrebywuDUT7A8QF2\nPq/Q1h2D1QmZ43Dw89I5dRonV3jtu4ZIuswEiTsHddg3oPUT68L+enoKVZR3o/DgaXamsE1dW1CJ\nG4WELWe1hqMTuPPOO31tF7LZNt3uk7EuG0gfmSZ5bHdx+oNnKiUEU8vAgyc1GXkh4tQqtVQ7Byv7\nvhtTy8xD5pWH63OHSGC6JUdVLRRLtPDfpHTCJgk1rUlbk3pcv2gzF89i/fKzEO14FK9TPlYLoiHO\nV61iOK71ht1cccaydDnEVJ6yopUc27e8EID+TRbknYTfKMvzAbwLwMWglgwA4DhOrRShUwBM6fwO\nAGVVwhzHMYfQfwHw/3ntyHGcOwHITFU1CP/YEjMOV3MVnlrhBOEH+7fraMtLxkj03IRsa3/tguNT\nXULITD2FkDPBrqHyFddQnNbF1RwHsht2cDKtlsF7o/OupXKcjF+0zVus3CxiamWUK3WWkN166604\ncOCAr233Dlfe/25b2R5bouvw1W0uTj9SxSXRrUmaOwXp+7uGdOb6ahDisnOokpAVSoysftPVwXgf\n2onTRkS5u0ScaQHc2s+xo+RQCH7JGK3OUyv1rf4bMe45oLfmyZlyYf89hxkh2mrw0XACeHia96wb\nPDt+0Bfhaxy0cK2qpK2ZQvV5uZvhd936rwD+CUwI/FIAHwLw4Tq/uR/A+ZZl7bUsKwrgZwF8ztzA\nsixD/YPXAHjS5/lUIFfkgLNzqLqLYsq/XrosQ3kiQiGlO8GbbZXng3EjnS8vgr1ROL7EQXQkUW6+\ntyyuBLcktTkzldeFbCdVZv+JGh399NrGl4uSIAW3VqQVyIBUKHY2yuyd73yn723dWhKg+wgZAPzj\nA/W3aRUTA5pEC7Yk9ST1QvVamvkY60UHnlCLtWrWoeUs8PHHu7+80jqxHCwvmQeQmK7mOGFvU31F\nSKp4VqaW6aIN1Wg0nYq09II7aOaemuF1/jES51i+nD07kx/Hw7Ti7hrifL1vlIvW8X5W5xmO092Z\niNCQErb5jEPKtRkN8SXJwDcnaNzZNcTsCheNcp/nb+J40x+lxdJ8tarB9cuDE47jfM2yLEvVsHyn\nZVnfAvBH1X7gOE7Bsqy3ALgHTHvxfsdxHrcs6/8F8IDjOJ8D8FbLsl4DEr15AG9o9kIkMshrkgJI\n2MwoyXpwJ8rcNeRNrnYN6YKvXphcZiPZSEwua0uBOZCY4blDceayKZSYh+aBk+V6imoDkOQ020hL\nxMFphjifCrAgrgh2Cw4744d/onKbVgt4e+GCC/ybkvZ45FzrRkL2xAy1fbfuad8xbAvYNVzutjSt\n08+HUkDNYHKZSVDlby9EQtSa5ZXWtJZM4fgSkxG/bG/w5xoUji9xYhzvBx5y6X93DbH03VBMe1Jk\nnX3JGH83paoabEnS5esF8TRshD7x4WnOZ9EQr7VejU6/EBK21GGZRrsQsplvLOgE5iGb84NXxYNW\n4XdKyViWZQN4xrKst1iW9RMAttT7keM4X3Qc5wLHcc51HOfP1GfvUGQMjuP8nuM4lziOc4XjOC91\nHOepZi4iUwCOsZ7sMwAAIABJREFULpGMVYt8yRQaK4ztNnnaFlfbbpN/f7Q24Zpe3VjTaTpPsiIm\n+LIEicZKeH1wcpihPR5m2oecT2H/RuL0Ki11QUKsLUUVcTMcr3y1o1LBNdf4T57lJmQWuqfsiRv/\n1AEr2Tmu+7HX0Pi8EPnYXIrh/jsHK113lxmj93aDgElEZq2V/jMdSpLcLCRDf8gu9wgMxfg6vsSx\nzRzzAI55+0b9lVDKl4IjQo0iU9DSG3cKo1YgAvZ86exxWT7f4Pe2/zqAPgBvBfAnoPD+F9p1Uo3A\ncWghsf//9s48TI6rPPfv6e7Zd81omZFmNJKska3dtiTL8ibvNt4CBGxDiFkdXy4h5JqEEC7EkBAc\niCGBBBJdri8hxARiMIshXsEGb0iyrM2WPNpnRtJoRqPZ9+XcP9467urqWruruntm6vc8/UjdU11d\n1V11zne+5f1E4gBstp1XxicTS18XlvE1o9G3fA6rU8w+Y0oylGp3bEHS2scVYEMFb2S9l0+f4Lqg\nlJWWEhyMV8+jl8xOsV+RLYMsL0qP3thkXF/Jr+Rx9Rt/f791fpLCShYkFU6dOmX6ekQkJ08avcHF\nefEmvLnGKyeTJUrSxfhTGw1UfdeG2eghe0sMWvPu69u+rJ7HKsIhrYpYJfK39QGbFtK7ZOVR6xhI\nbPicSyjDc5NJVany4rf0clwuzmMISz9ur5vPXLnJKS5Yd5jfjgD4OXYpK0Gy/SSwsc5fg6xAl6ZR\nnAN5gq+0BRsa3rqY+7eqpvVKXoTyMOkYs67eKqXcAQCal+zjUkofg0OpIyW1ojqHONDb6YaU5sdd\n824QInlyjwhzD1yV1hvNqr3OsR5gcWV23NutuoR+ZZwpGsppLFYUxkNdb+VT6MKWm3MssT8igE9u\nAa5o4POdp4A3zgLfuoXGY++oea9SL6gV9i4TaYkgeeihh3D//fcnvR4VyTmMiysSe03mWv9UI9/a\nCXzbW+90W4xGqnHR40cbrelMSy/HxHklwG5D6K5eU6s/1k0v2vk1lLdodZOmoFVgL87B71fljKmI\ngN5DpjyFrX1xD+D8ksQx/aJa4McH6f1ysxDdlKUK3n0drCj3czGoogITkuPfd38veRu7vDq/6dNa\nfvl9H7cP8Lv7xWHmlvWMmKd/eKGtj9Gop46wgCnVBaDbKssNYGJ/mfa8F8AHpZSvpvax6TEyQdXi\noz380VbUOFeYRLXWCM0uW0zUlnqzdJfPYbKomRt7ZIJ5NKsdg7z+06LpspXkJ968eVo16q+PJ/Z2\nUxNcUzWTG1v7gMu1fAwrw0sl9mdKsT8/GtdUA5iM+/TR+ABaUQBc3pDeZ8wvBW5cBvzyUHr78YqV\nhyxmYhAXxPi7qLYwZTmwqrXjmaO8/4xK46kSjSSmEBgH7gQPmT8fOa1o1cSgI4bm2tXFHA/ml9Ag\n69cZZOeG6TVzMkZa+3LTIGsxegV1ulENFfE0jA4txWFBaWIuUGEMuLqRBWCrHdqQZTOxv3s4sR2U\nH+gLmexaE2WSohhwvZ2WQwo8c5QG2dAYcGKMCfzpfsZPDtIga+sDXmxNff5x+5U/DOCjUsrfAoAQ\n4nLQQFub2semzm9OUFm5LJ+endVz3avwnjeHF1n7AA05Y2uMknzut6bYu9ipEFxdnRlkQUDXMFee\nipZeVmFkOnTZ2hefmPQDSJ3mAVKraLXSe0sdOsI8kxOaEbeo3Nogy3Zi/67TDIcNWDSMT5W7V9Ng\nzaQWzUMPPWT6ejSS7CED6CVTA3OuyxFI0Ev2tRv92V9EJIabjAaZXpMtiJClnYREthmZYORA9TY1\nyx1Vi7Dhcd67Jfkcs1p7c1P2wQ2tvfTi1JXRi6Snvjye/9Yzwu9ofmmyNuWaeQwJXrLQXJNNkenv\nQAj+dlJSBWB/B+eUuSWJ4ehUURGm7+wBih366VgVOwTFk0fihXupUpgHvH+d9d+fO860HS/UFAO/\nvzLxtb1n6HlbUeP5EF0bZP3KGAMAKeULQoishC1VW6RVKTZRXlQeX/1tPxnPqaqvSEx0TZX5JfHw\nn3EyP9jFSSRTK8u+UYrmmbnv1aDc0seJvDDGRHX9vHVRLXMo3AolZssge+qI1mj7eOp6V8e6zQXu\ntixiz8hMcfHFF+PVV5Mdz1GRaOArGiuBl9r4/0z23EyVnzUDX77On/wjY8hSFVv0jDA/KOjWJzls\njzE9QROEHR6PK7AD8dxRJfswqVULrpnHvJ22Pk4mZQXWQsvZ9A7Z0arldcUiiUZomSb7o16TiPcb\n/t7eeP9KQGsdpwvdWhlkg+P0VGVKRPXL18bnjs5B4JljwDffFpflSddgqa/gGOK3580PimNAJELv\nXSpEBFDqIOWRH/W+yLLyIj53grpuXqvenXpZXqT9d7sQ4l8BfB+8lu+Eu/ZJITqkZMl11zAHgKD1\nrfRJvf2jnKgUDRV83j8ar1BcUJrobVw+B2isyO3E/rND8RZCKn6fCn/6VG7oK1kp9UcjzI0xtuPS\nG/fpesj+ZSfDoLc1eevD+pODvEYA5wFtYooGgB+XflQka+At1q5rYyFGOhIlVs61XPaQtfbSo1Jf\nTi+33pOoFmNzSxKN2gsX0CBTYb+FZcBBC4NsYIyLPbfRiUzR2gtcWBv/v0Kf0K9oH2Dub+8o8PwJ\npigANNT0BpnR06anrS9zBpn+Xi8rYGTg7tXx19KNvhTnAXetArbtSm8/QXDFYj76R1lhutdljnB9\nBRfVVUXOOdxb6rkoOd5LZ41VT+SSfGDzQl4bVpX2k1PAE4eBd630punm5CEzxk/0umM5PBzlNu0D\nwPAEcFm987bp0NJr3Si3Xtc0/Izmfp5fkryKuHYJDbst9bmV2K/QN5Q+3kOX8/kpuIpzhbIy87It\n1TKldwQo1BlL+jBdujlkX3mZ/z78GvCjd7urIPveXuAzv07vc1MlIhL72AE0yPac4epUj1E01ojV\nYGanNZVK5XamaOmLJ6zrDZPiPIZZlGFfUxzXZ1xQyvcoja36cvsQTmtfbhlkKmdMGZwJLZN0Cf2K\n9gFWKuZF6F2/ppGe2+4R7qdryF0u3Zr5fp+JMy+10tA+2u1vC6drljA8eMLHYoF0GBzn8VQUMNdv\ncQXzsyIiuVDFyIIyLi6l5PmcHeL4afTuqs+oKqThtnwOP+eJw8nao3VlrKQU4H66h4Ge0UQP9Fv7\nHQOeOAL83gr3BX1OvSyvdrebzCEE0N6f6O1JFX3cvWMAeNGnPogKKwsbyMxg3qoflHUXYZGWd6CU\n7UcmuEpcUAo8fgj40IXxbfvHaGzFIgxxWLmzTw9kNrEf4DH/tDnxtUf2A1/Ymtr+rmoEPmCTY+CW\np44Cj+xz3s6MW2+9Fc3NzUmvqzZexhYpS3z0kClODQDf3QP8xeXO235jhz+fmQqxCDBiCGE0aN9H\npSF8W+iwSrXydk1JaymVXDXIlNSOUp5vMRgmQnAhc/sK3vNdukln/QJOTh2D7vLIslGoZIW+9VPP\nSGJumEro16v2tw/yu5injWuvtNEL0z0c359jL98sLUSVOv9TR4D73EsXJvCD181VByoKAeSAQTa/\nhMbxsR5gSnMEVBcDd6xgOs2Bs/Zz7KVaXvTTR60VEAA6GY7o/l5ewM/Y2gg8qsulE4IFHwDw2EF3\nQvPt/cx7dyuK7bbKsgL0jl2pvfQ8gC9IKTP+s22opcxBrw8GmZ7RycSbdSbQ2hvPtdO76s1yys4M\n8Ab4QScrQlUycFt/ovveyiBTzcgzmUf2ShsrZfS8dpqDcWUKK/eCaNzwSQezBsBuMTPGACaJAsnX\nvV76wphD5nZVdutyhm5aeoHv7mWe5qMHgD/bYq/rdmYwe+KYAL09I4Zk5kbt+jOqaDtVjFkZV1Ja\nLzJyIMJtihKjri/XjDPdPVtfzglobwdw83m85/Vrh7XzOYG19lGTSy+rYiTX8shatIT+hWXJnr36\n8uQogYoMqErlZ4/TIOvTFuZt2ndQFGNEw4xsRAaau2ikAKzoe9/a1ESqf3nI+rxygXUL+JiSNH52\nnqJHcM8ZFlwsLONzM4rygNoyXhN2xpgZfaPA9lOMDumL2RoqaKyqamS3vNHp3iBz6894GEA/gHdr\njz6wyjLjVBQCl9YHo5I+k+jShCDNWiY1mDTdbR+Ie16e0vVG6x7mannEZWJ/Jqk1yXOKRnIvud1L\n03OrXpY1Og+ZnoJYPLRo9JC5zZvatBC4Zx3w2SupPSTACj2n39NtHkdQVBQmTyhKLNc4Pji1grHz\nkFkZtn5UtgWBPne0fSDRC9KgVeWOa9IPRrmg0nyGbFr7mORsl5R8eiA38i4Vrb30+OVFE72CJXlc\naBk1uzqH+Puq76BjEDjRE++s0toXT/mw4txwZquwAeDnujXb6CTw5NHU91VTzNSZdB/6NmV+ExE8\nzhuW8Xc8cDZ+7Hr0i0e1gD3gsWpS0aLlXerTNlRe7QmbVonp4rbKcpmU8p26558XQuwO4oDcUJzH\npLqdp/33lM0U9Ho83QYJDjVQ6z2CZwbpRago5EB0oBO4YC5dxhK5mdhvJuY3tzg7Arx2/KwZuH6Z\ndykVPVYGGcCWQW19yTlkqYSPL10E/N75dMkf77WvCM62QVZeYGKQaccbM1wDTh4yK4NsdNJcDNNr\nK7ZM0trHpO/KwkRPkZKD2K5J3bUPAk1zkg35qxvpIQV4z1tJHExO8W9O40KmaO2LRwTa+hiKnJiK\ntxMzGmQTU8wRml/CEHd+jL0v8yJ8j8ofWlQOHLbwxEjtc/3S1nPi4Nlkdf6fHASuX5KaMPSKauBP\nLkn/uH51LPiWWhEBnF9Nr+DweNzoUswrifczVpEOs/7Tbhge55yoj7SU5TNn1Yt3zCtuh+xhTXsM\nACCEuAxAgIflTEGMbsu5HstKvbB63vRtudKqa7BrHIjqyxNXkEA89KRWAU9rUg8qV0+Vk9sZO5k2\nyMoLkiuccrGX4+QUsM2lhLKVh6xaO0+z5FFlmBon1lRlH1S1mdNK0EoOIFNUFiRrCVYW8rowhlod\nDTKL1/tHzcO2ueodA3i/15sktteWad4jbTxoH+AkbvSC1ZZxHBh2KRCbC6icMRUReOcFwANXAX9z\nNSsHjQn9ijMDLAL6wtXcfvkc4CMX8f8fv4Tvy6WFqFmIcWQiudo423QHZB2o8b17JFGloDCWWFld\nksdxty+NvPCBsUQjtzQ/uYjIb9waZPcB+GchxHEhxHEA/wTgjwI7KpfEIswpq69g/o/fj0XlTB4s\njPm/76A1kpQBFY0kDkQV2oRlNNLOKOkL7YI/0UMXvgp3qMR+szChQiX2ZxKjGKhTx4ZssbudKzsn\nmprMdTvUatDMSFJVVsZQrV3Tezs21vFfdU1Yke1JoKIw2SADGLY0erWcQpZWycEDY+YessEcNcj6\nNHmbt1IVTKQf1GtKrX5KxqVjFKoaLZeMETveahGnnaP+2p9XkpzQrzgzyIlWeZOHJ6gXCbCyT4jc\nMkqN/WsBzieZkt5wyw9eDyaUq4ywMYPnuqwgcUEajbBJejpe7MmpxM+wUxnwC8eQpda/coWUcp0Q\nohwApJQ5chvyhlkzD0BA1T7zS4D5S4LZd1BIrcpqg1ZlcnqAxtnkFDBPM1iMBtnweLzScm4xEIsy\nebIwxoleuWmzldivPHPGG6yxMrHfZEWO5Y/pefg1LiDM+qEqHn/8cdPXi/K46jMrR19i4SFbUGqf\nlG1FTTHTAsYdBp9sG2TlBbwejNpsjZUUkdTjVGXZO5rsXR3XCn3M8lUznTfklrfyx7ServoQd0M5\nQzjKmNR7xZ88Qm1EpZnUPsh9LZ+Te0ntZrT0MffRqirSquejMRy77wyTsK9oiN9PtaXmvWQVmfwO\n5hRxjNP/rrkYFegeYZP2D6z3d78qYmXM7SwvSFyQCqSfUjAlkzUIgx7yHA0yKeWUEOJjAH6YS4ZY\niDVqNaj0eO5cFb9Ye0e5ujCrjjszwDDtxjpe+Ps6gPsuZghDhWgWlSfnMOgJSrFfhY3MGmzryeUG\n2x2DzM157xrrbfr7rWWya4qptWZEeciMWlv5URrXTp4uMwqizgZXtoVRlfFtNMgaKkz6fjp4pM1y\nUVV4wpirAuRuyLK1l2HJ2jIaFnrqKxJ7+Y5M8LwXlNBD+PwJVl72j9IYbVNJ7eXWlWpKXDrb911r\nL73jVosdK4NMf2+MTrD6dGySifNKdDUvyn2fsrg12zMs+dNQkShW61UNPlM8cYQ9h/3USbOirtSd\nbqIZc4oo91KcR8N7eCKxsC0VhOD4VFHoreLfbVL/00KITwL4AYC3LmEpZcBpfP4xPkljZGCMj8Fx\nvqasYCE4gZXkUxy1OI9fpllo8eyQ8yRXWcCBLBso970yjPQrh4oClgqbTaZnBhKTU3tH6GmrLYuv\nnLPlvleDnfG4jSHLXG+w/aMDLKe2UsK/9957TVsnATTIdrfzutW3HlpYxuvUbDKqK0vNILOrLlRk\nO6ldXdedQ4mD3uKKZE+ik1q2WbGE0rEy80DkasiypY/Xg7Gh+JwienyMhkn7QPxa3HGSxVLqvE/2\nx3Oo7KQD2vpYAJRNWvvYq9iKKxYDF9cmvx7T3Uf7OuIVli+20kumxrtF5dYG2WRAkQHlDTLeZo2V\niQZZroUrFVJS9f9vrwm+0GpROa/vqiJv+WsLyoDbmxKN6XQLBUvyubBJxXPp1iD7IHhdfNTwus99\n2P1lYIwu6fZ+4OwwJ62yfK7mqovoio9GeOFLyVXO4BgH+IExDkwleVwdLSjhoCYEKzkOdbO6zawn\nX+8I8GYX0DBAyzuTYqkAB6fCmPnKHrBeLbYbJu7X2jkob1oY13VSif1W3pGg3Pcqlm/0TCwqT4zt\n53qD7fFJVkVZiTlaGWMADbJJLTlZv+qMRpjEbbZ4WFjG39ErUzK5UjHXUB6yzsHEsvvFlclFK3Mc\nVqlmyb/KMDHLxcvFkOX4JMe6LVoHkATtQc1YMBqqZwZpyKiQ3G9b4t/l6ATQ4UKtvq0/uwZZ3yhD\nZHYG0fwSAA4T5K+Ox/8/JZli8OeXcSytL7eXrwkiMhDVhef0NBo+J5fHvKPdDIfffF5wn6EMMYC/\nkxeDbFOd//PzlvrUw8huDbKVoDF2OWiY/RbAv6T2kcFzZhBoPgt0DtMAW1hGwcPyAg6y/aP89/QA\nByGpeQNiEf649eU02gpj9Ia1D7DJ9sQU99E3ytJoVWKtcqrUxHism8ZNSx8Hio11qQmVpoqqsrKq\nEO0cMu+jqZ+Uuobi4bHHDsbV+2MRrqgz7b5X+zN6MvKi/H3V5JOOh2x3O/DF37Ja5+7V7leee9o5\n6KicKyexVLNEdMX999+Phx4ydiwjNdrxHOtJDgMsrTI3yOzc+FYOrskpeoCC7rWaLqptT4dhIbG4\nAnjRsK1TNbZZ5w/1mtnCJhc9ZKf6OZ41VCSnJTSUm5fstw9w3KrRQtv7OxMNsNbeeLW5lUe01WKB\nlyn0umvpYBQZbh+kQbFyrruuBX6jxjxj+N0oRZNruotG/nM/FRGMYs1+ob9e68vdy/HkR/2XbCnK\nS0+Tza1B9m+gGOzXted3a6+9O/WP9p+OQTbv7h7hiujqxTSEOoao0nx6wJsaf2GUlm5tKRNeh8Y5\nqA1P0MOWF+UNu/tMfHvjjds/Bjx3HFg1L1jxPMXEFFvfXLXYept3reTDDn2e2BudTJy/SHP527nv\ng0rsj0boCjZzJzdWxg2ydAanjsH45L7jFPCvtzpXw7b2AV/4TTzUkS51dXWWf1PfqVml5ZJK85Cl\nXdjcqrLw3DB/x1SrNDNFfpSLpg6D1tCcomRj0ulczDxk6ns2e28u6h8qIdP6cnrw3rOG90PPMMcx\nM8NJecWvX8ZtR8aBoz3Ahy/i9zsyzu+4usha0+nUgLsQd1C09jLtJB2dP4A9EpX+mkJ5n7JRbRrV\nVX7qWVROh4BaAOZ6msbwBFM1PnJRMPvXzzVKWcANQThJrKJSbnFrkK2QUuq7/P1aCLEnvY/2j8kp\nGmKHuxmauLKBA0hLL/s16i/oCPij1RTzQi6McSCZkPScdWn5YQPj7JPX0hcPf5RrrtHSPHqZDne7\ny5maAmP+HYPMY3DSREqHU/38PhrSGJymZLJEww/foOehupgDgp37vjWgxP65xRbCqFXsFwaYuO9d\nThLXLaEx+8ZZhqTPDtHrdZu5CsVbbD/pnzEG0ENmhQoL7TFZAS6pNE9ct5ukrKplldZZUCtaPykv\nSPaQAck5evlRetSsDCmz14/ZGGTZbBllRUuvloqRx4fyIKqkbyUIq+fcMK9f/WLxpTZ6NPR5d4vK\nrQ2ycc0bl2pSdbq09NEDmu64unkRRZz197MaT4rz6Dm30t5r0/Lt/NatjEWSFwsRwRC0ahuUTsjy\n8DngX17lXHhrk/sq9WPdDPEqo/C0dS0SAM6tQVBVlBgtyIsyGuaGIEK96bbec3sJvyaE2CylfAUA\nhBCXIDkqkBUGxoDftQG9Y1SdXjWXA8evjvE1PfVa6DI/ygHkeA89ZqqBcHURvS1r52tq9WcTQxN9\nY3ykyplBHtfFdcFVxugb7KZKRPB70Kt8j0/GDdtsuO8BXuzHTBSz9Yr9qarVf2wT/52cAr6+nb/T\nK23OBpmZcZQOdXV1OHXKZOYEsLKG/+4w+bNVyHJDrXXOX0uvuWdDTbzV08AgqyhkDpkRM+NgXom1\nQfa6SYuV4z3xRZsRK/X6bNLaR5FTK8wkU6SkQas8QP2jrMT878MUV1UsKmdI34q2vuwZZK29ycU9\nqVCcx/vlpbb4a/q+tPXl1gbZyATvG7+FysvyzcPpjZX+GGRnBoEzmgj4b04A/3Cjc6pC5yDwwPO5\n0QeztjR5/FpU7s4ADMKj67ZdnRVu334JgJd0wrAvA7hKCLFPCLE3vUNInaFx4IUWGk2bFzLX4dA5\n4IXWZGNsaSWwcSFvmieOAC+fBFr7Ge44O8wL842zbDD7Qgsno2sagXk+h21GJul9Cirk0dpLr0G6\n7tgrG5Jf0+vyZEOxv6bI3CBepq2QCmPJRRZeb5BoBPjoBnqHrIof9BibGKfLzp07Lf82t4RewpP9\nrH7Vs3yO+W9SURjPdTQyOmkexnpdk0uozdIE64XqIvMq0gUmE6NdT8L9Hcm5fcd6zNtzAQzT5RJn\nDb1rjSjV8uK85Ic+r+y1dhrpe88kXtvZWoQ5MTROj65fHvkN1hkDroob/Kam2DycvlR3XRq9Wm69\ndNctBa5fGpcO6h4BfnnY+X07T+eGMQYwnUZfATzig2RFOqTrIXXrIbspvY/xn5EJVgQNT2hVDcX0\nHCgPkT7GXlFAr1fvCC8mK4E/Recw8OwxVhduqed+rcI7qRKUqGZLX/q5FACwooZePP1kpwwypctj\n5aZWDY3NKlDToaYYmJjkCk2/Eq3UtF7MvGElKSSmF8RYiPHkEQ6GVnlpUvpfbdfc3GybR7ZyLvWi\ndpxKzA+zc5VvqU8sk9fz5FHgXkNux8tt/D79uI6CZnGFeQcEsyqnC2qYz2nG+CSNkUsX8XnvKO95\n9dzImRwzyN7yjFv8ZtEI8MlL7fcxMQXs1Hlff9bM0G9lIb/P/Kh1eD5bLZTeUuj36VpdPgcojgFD\nmsGhnyrc5JFduMCf41DUFJt/t/qFgtFD5jYq8L61/FdK4JH9wE/f5Lii94yake0etkZ2nOKiXAjm\nOlvlxk4HXP10UsoTdo+gD9KMnafoGbu4lobDvo74hds0JzHMsLiC3gM3xphiQjKxvXuYn5HriZMA\njdSOgfTClXpU+TzAVCz9jW6liA1whR1ESEclTB438eosrTJ33afq5blAC/3YGVxOSvapYNXLUmEX\ntrTisnrrvz1mSGIem+S+V/skY7B8DvDIO4Bn3hd/OIm0emFpFSdCY4jCLLH3AptwHhDPQwSAp4/Q\nq2TmXZySqWm7BUlrLxcf6RRiHOpKzNEcHGPuKMDx0y4keW44O2K5fqRo6IlGWICl0FeWOmowBlBt\nWlPMcd1oZCyuoAEiRLLGntcKdyFYVV5fznvJSfBZLy6cC3QPM597aJxVwtOZDCtk+UNbH0ONDeV0\nVR/t5g8CMCxxQU1iE9C5JZoqtcvEQuV1nJTxasONda7zw7PGyX6u6NJJ6NezZn78nI33aDYEYtVk\nY6ZWv6TKPPfBLkxlh6pYtDPgg1Cqf+6552z/vlIzELwYZJvqrKtF3zgL/L/d8eff2M57Z53LxFg7\nogL4l1toEC6fE3/4mfiscocOuAgdr3Jor/Z/XwN+qPXg+94+6/d0Djn3tPM7uduJlt70jZJlc5I9\nyvrzdPJCZUP+oqU33urLL9bofnP9PV5TbN8TNYiwrRrzjAvcghgXxWX5yddaKpXmEcGI0NikeU6m\nHi9KBZmiuQs4co4RlOlMgPV+wTAl6Q2LCa5eRybiOS8FUbqMp2TcgMiLMGRpzLmx4oJqhuvGJoEX\nW5iL1tzFiXBRGfPOchVjg910qSgAGirj5f/6BPBs5JTYGmSV5mriqRpkaiDOdCn/vffei23btln+\nXVVaNnfRK+GmErIoD7hhKfD4IfO/f/55ekcmJPCo5hG5ebnHAzfh8gZ79XQ/UBVW+zs4odhRX87w\nm1mStOJ//5oPgBVcK028au0uxgCzhuRBMTLBPNj1aYbL8qOsNHz2WPw1vdfZ6V5q6+PYmUla++wX\noC+0uBuLVs3lAhRgLrISyjWuuRaWxRf/Rnq0TjB+Vu+pMc8sn7GxknJORlItrlCLGyeDK4jIQKos\nKKVXc2CMTprasrimqF/MLeE+M3FLTzuDrHOIeWPL53Ci2dMev0DWzIt7AgR4M6kfxo1VX1UYn/AK\nY8BlDay2O3yOA/+Kmhw3yPqYS+TnanHtPHODrLbMQSwyQIPMqsG2mRdI3bBWHg0rJ5fKlUm3asYr\nGzZYSPhrLKuKN3t+vBn4w3W2m7/FPeusDTIJ4D/2x58vn5PoJUgVq2ICP1lYxlzF112GKm5ZDvzH\nPnfb3ri36HGRAAAgAElEQVTMPPT5pouQjVstJD9o6eV96Edi+6aFLIpSIbISg/SFHZkeG0cmWCFq\nlecHUJrBjUTJ0HjcICuMsYXcgbPJXvBF5dYGGcBFsZ9dC+baLEJVuN5IrUVbNidUzq+T9zfbLdMU\nlYXAO7R8t45BfhfXLuFzKe0FuN0ypyiu2SllMIUbeqZdyFIl09aV8sJR+URzixIHJDWRWoXczFhW\nlfi8MMaLfkLSg1BeQKMtV2nptV8t7jsD/Pq480NfXagPXekHp/yovXTHGS2x308KYrxB2vqS972o\nnDpxRqIR+zYWVsfYOUTjM5MdFgB6yOyICGCF1m/0RwdsN01g08J4uNOJD1/ofr92ZKKpcDTC+36/\nRdGCkXc4JCzrucXCS+hG6iSTHrLWPn4PfshOFMYMhrTuPMocqrdP9mV2sm7p5bi+2MIQHZ0w16gz\nw1i0pbSsjOeT6UpLJT3jZRGaqvq8MsQyuZhIB32odvtJ3pdqIe1XyoB+P5lIQ5gmX32czkEgP8KJ\n+eww3coRAOsM7nq3And6zDxLSyo5uKobuy7F1UfQqLYodqvknzXTq+L00Kv0VxXFw5NeBqegEvtX\nzuXA8YbBIxIRwPJq8/dYDdiA9TF2DVEyItODU1mZ86yqJszdZ+ybPhv54tXOhsLFtcCdq9zv0w67\nfBs/WVrJkM6AC43ANfPcGaYX1lIc1Qw3VWaZ7F/b0stxya/PXGuR1A7Y3/Njk+4NID843kN70WrM\nO9nvPs+zYzDRM6S+A+P7ndJB/M6jUy38zLpzNFp05yjOszecrb4TpbmZqfvWL5q7eA8MjycW5kxH\npp1BNjrJC04ITpqA5h0xGGCprBLMJquCGD1BvWMccBbkqDaTWkFZGR+DJn3srDC2RVKufON97JRH\n5kbHyyuqUs5MddxKFHOzTW6RmdAswJYy2RBGtRKF1bNZF6L5sQcv2UW1wMc2Wv99aSXwzzcHs7oM\nEpVbs9NlocPfXWsvfikE8Lkrzf82NE6tQycqMuRZnZI0PPzKGwX4faoFrVnIzo5Myl8cOkfvt9Vv\nadXezYxJyQW+Qi1EjfJEToZvELmzjZU0loyh1+I864iInbfUqg/r2SFe+9OhQ4eia4jyV4rmLuDV\n09k7nnSZdgaZPo9JuSfNjJD6Cv/K61WY8uwQB6riHFxBnOihN8eqd6GXgbJ9IHFlrMKWXgfnIAYn\nuypDK7XuTQutPV27zyTnTAyP0wNnDGFnAqcqSwC4qjE+KTx20Fu1559uBh64KtEbXJIHfGg98Oi7\npocYrBEVGv15s7vtV9QAX7rGPNyTFwW+eoN1/tv+Dnffd6aMeaX5ZzUxT04BBzrdPZTxIUR8EZYL\n97wZk1NMaLcrGvHa3srYGmr5HPYi1hON2Ev+dAz520oNiBeWmC04rBahdhIvZt42ID6/TZeQJcBr\nwCgJos4v05XOfpCDpoV71GCx+wy9IGXaqm5yilby6KQ/xpNy/3YNceVRXhAXDswVDp3jYGm1evMS\nPhybZCValTap1BQzOd5YXVNXZt2WBwgmAXKpJm9xup9Gpt5LZ1URWVZAo3KXycqpa4hCq9csib/2\nu5Oc5Nz2RHPiqkZen+r47HLatm3bhttuu812fxUFVBR/pY2K8b9tsW8mr0cI4APrmR916BzD/001\nqYX4cwVliD99lJ7gEhdVbm9bTimb7+yhcT8+xTDVnavsQ5q7XYpiptvTzi3KM24Vtjs9APzn6+72\n9aEL4/tZO58VisZ7u7Y0XoFoRqY8ZC29TNpusjHIzrqMCLy1vcEgO2+OuUp+Q4W5FiKgeSz7KMPj\nF6vmAj8+yOv0VkMrN6uq1i311jmmZpWZAMeDVAsCskVjZbKh6jZXNheZ1gaZon+Mk9IVDSw5/t1J\nhpz8QhlkqlzezypGPxge50B47RLrbbyuFjuH4gYZoK0WRxMn7vwojTKrVbFK7PdTsV8lte9u5wDl\nVqH7igZzgwwAvv0aDc6Vc/k9/p9dXCX6YZBd3uCskK7n5z//uavtrltCgwwAHnyR5+dFomNeib1h\nOJ1QHrKRCXYeeMf57t43twT4sy3ePuuZo+62y5SHTOlwWRmhXtIGTg/EDbL5JeZFO7EI0zasZIS6\nhvk7pNvo2wlV6WqVNwo4VwsaMYoLL6sy79+5uBJAS/LrijafDbLl1TSCD3Yldw6xWkjVl9Nr2mLy\nOx06R6NMHwE42cdr5fc9FL3YEYvwvlRjUqqFBkaMQ9y8El77g5onUwjrdmfTgWnknDSnMBpPQnzl\nJEMK3SN8rSjmj45UQYzhzwltVVhbBiyvSn5koqrMjEPnGGJcbrNa9No70+1q0S5hfkp6y+Nwi1oB\n/dZDAudVi60NkP5R4C9/Bdz3C+B/PcnzvKLBnwrL2x2akxt5z3ve42q763TG9xudwPf3W28706ks\njN97PzkY3Occ6bZvsK0nEwaZlPSQ2RXyePFYGVuhrZ1v7v22WwRJmRkv2ZtdNETt7lGv7emMocay\nAqDQZPFtN+YB/kcGVLW/lN7yo7aY9CNWfHdPXBZiSgI/0LyofsjdVBUC/3gj8DdXA1/Yyse7fSoU\nUnne+utSn6oyvzT4xUCQTGuDbO18hh5uPo//rtaEYm/RXrv5vMRQVDrkReiJOtLNaq7i/ORHXpR/\nNxozQdPcxc+2Wxl4HZyMLYOWVZlXsTlpHwUxOKucisPn3PdVy4sC711j/ffJKa4SRyaAWNSflWI0\n4l0Y9dZbb3W13ZKqxBXu37/svhPFTERpUf3upLlmkx94KaDIRMjyVD89A1a5k4A3z3iHYdxaPc88\nH8rpng86j6xvlPe+3QIU8O4hMztXMy9hbal9KkwQY57Kafxdm/v3XNtobZwcOAt85lcUgv7yi3Rm\n1JX5I+x71+rEXsN+ohws+nWC3htZU5S8rZ8ELesyrQ0yfb7UwBiwq53ihHo3vV+l4CX5wMgktU6c\nHpkUSJSSruzGSvtzddvDUzFmGMyK8swVqB1XiwEMTitq4omnXrS4rm6k58uJD1+ohSXSpDDmPVzr\n1kMGJC42zg0DX3vF22fNJFTfVSk50fg9cE5OefO+1WTAQ/ZmF0M0Vkb/2CSjBW4xLiQrC80LH7Jx\nz+vZfpLjmVVCu8LrJWBmkJl51YWgLIoVbX3eF8BOqKjAa+3uDb6KQuCOFdZ/b+1jr9Jdmtf3Hef7\nY8T44WWzwljQB7DyVY2zep3QvIh9Yr/V9WHXpSU0yFxwVkvMVmr8O08n61Sly+aFlAXINQ6dY3NV\nv1eLZoKpZoPT3BL7hsZBJPYXxijhADAv7KiNcrYeIYBPbI6/10heFPjYJmtBUK+kMrYJD6VB1xm8\nv/++l50rZiObdEUTO04Bj/gcwn3iCPMq3RKUh0BPcxc7FVjltA6Pe5tARieSG4Sb3fOl+fYewKAF\nYl9qZQrJWoeJ32ujdbMh0srDtMHGIJuYMhdyTYcV1VpnFHjz1N663F0qzaWLgCtdFgbZIUR6De6d\nyI8CkUiiCn80Em/rpZebEcJeacHqGn3LIDOxjiZCg8yZvWeSWyOZlcOmQzTCXnGbF/onp+EHL7by\nX6fByUxA0A6z1aKVPs2GOuv9tPcnD/J+oC9g8OIly48Cn98KfPZKYONCNo/euBC4bwPwb3ewXU42\nkR5msg11iUm9E1PAPT/lRD3bqChgiE3xlZfc9691onsY+OvfuN++uih4Lae+USbh2y3EvHrFgeQx\ns7EynjCtx85LNjwRXNrGvjMs2LpwgfOY5rWPrV3nESNN1faVyYd8vgeL8uJhy5fa3IeiC2LAX15u\nr0t2RQPwUfuOba4JukOFEPzejSk1KqJhvCbs9Aat1AGUmoDZuRg/129mhEFmNvidX+PdCHFDXRmN\ngXkZKmu3o2ckrpfltCL3qi9ltuq2cmdvqLX2BklYl1mnw6a6uMzJCy0cqD29fyHFPx+8lv/esjy+\nv2zyyCOPuN42FgFuMBiQ3SPAHzzmjyjv9/cDl/8/4Iu/TX9fmWCLTjB3aBy4/2nzQhSvfO4596LK\nAI38oFHFBU0+VhkCyQuxxgrzBZWT1yWIPKreEeDftT6km236Vyq8VvbZ6YsZEcLa0w4Ae1228vKC\n8ohL6c1LVl5AMeQ/XMvvpLKQVeXXL2XC/R9vCmauDIryguQ+lWqBYDSi7M7Lqr+1GjPM0k2CcC7o\nmREGmZlb3a0cQioUxihnsHpu9r7AKQk8so//XuJicPLa8snL6rKqyH6ADsJjkxcFtjby/1Ny5iS1\nP/744562/+D65NfODAJ3/Sh1xeqRCeDjTwB/8WxcBsRtr8hscml94vNdp4E7H7UWwnTDI/uAJ494\ne8/qgHWQJqdYvFBZaK8blYowpjF3NC9qXsl4QY29/I+VTleqHOgEvrGDucLL5zinaADMrXPrqSyI\nes8bvabROlpyvMf/TiUb64AyLY/3Ny3extWCGDXMvnoDsO1W4Os3AR+5yDkPLxepKEjuNqDC6MY8\nars2UFbzhSpeM+tbHRpkBlQcXc+CUspfKCoKMlP62lRNo2BeMTCn0NsjlkbYc3SCYboj3YyZO4Ur\nAQ5gbhM2Bby3YrncJln+1VPJKxo/uNaQ1P6Pv/P/MzKNFw8ZwGTfLSYG+cl+4N2PAl992V2PR8Wx\nbuBd/wX89M34axLewsLZ4iKTMNaRbuD3H+X5eOloMDrB4oAHnvd+HEELU+7t4G+6sc7e6JpT5L2o\nJM9kRjDbR0xL4bDiiIceq3Y0dwFfeJ7G2Kl+dpX4wHp3xmYsAtzkMgXhnRckt99zoroYeNdK63FV\n39LHD/KicQHoKQl89RV/PMDTjYoC85B4Q0XydWEnizI0Zl580T9mXcRm1XbKL6aRo5LEIsmu+Igm\nBndQWzEEEU7c12FtHedFkwctARpBVT7mkpwd4spIGTjRCHDPWneDbnUxEzdVzpkdVy72ngOzdj7z\nOl4zSSofneSK3q2avFuWVfF3VzIHO05y4rWrLMp1brvtNtfisIoPX8S8EiMTU8A/bgce3k0F+qsb\n2bGgzJB39kYn1a53tVPt3sx4/o99wC8PJ77mVdsuaApiNMpeNnwXvSPAnz0NbNtFOZMrGqwrE3tH\nWCD08O7UC4NWBxiy7BoCnjrCe/5im5AZwHGxttS9pyYW8SYWvKGW37VZ2uPAGA0ou9wlNxzrYc5Y\nVAsRvm25N33Ay+qZS/f8ieS8KzVGX7nYPvxox5Z6hst++iaw33C97DjFykW7PCavXLsEePwQ/39u\nGPj6duaIBSHxkKuUF3DB1DuSmMTfWAFMGWyDuQ62QO9IcoHKyT7r9wU95k07gywvwlXB5FRiz60l\nlSwDlwimsa8q5bbqcaenY5AKyaf66dpvqvanr9b2k8CL2qprQSnznry42W86jxb+vg7z/JLSfOZW\nuV1VGrl7NQ2kZ48lr9xeaAGubPC/v9j1SxlSUzz8Gm9Wv4QIM829997r+T3XNNI4tcrV6x9jN4Jv\nv8aBW3loVVWdVS6FntFJ790essFtTckGmeJQF/ClF4AvgYbKyrn0uBTEeH6n+rmgSCX3SlFZmL4R\nYsWpfuDRA/zNLqt3N9GvqHZvkC0q9zaxVxdzfLMyXF9uo+fJDz6/NbVCCSG4ELxqMccgffXt/77C\nn96tC8uBj24EfnGID8XYJL8Dv7Qw1WddUEMdMYAFbf/1BhdcswVlkJ8ZTJzrF5QmhyGdFhjN54BL\ndcZXzwgfZh0gRibi3XqCYtoZZNVFQM8oJ3y996kojz/I6QHz6oh0YrOTU/wxKgudRREBnQIygNfP\n0kDbUOfPSkmAN38qXQGK84D3reWA/sxRrhoVH76Q+l7prLSiEYYuL1nIQUKfw3RumHlIa3zqD6nY\n2gh8b1+8+mVKUv7hSDfwiUvS+867hrjvE73AfRfbJ1D7xdatWz2/Rwj2IfzLXzlvOyW99/ibTtza\nBPzdS84r2dMD3vq7uiVVT4sdO07yXlLHu6wKuG6pu/duXsT3OhUlFMQokeCVO1ZwYuwyCSHt76BX\n1o+K0zKL1lBeMEYr/OjEoafEZKz578Nc5JqFv1Ll2iVxgwxgOkH/KHDPOn/b1OUqFYX0kp3sTxyT\nhUj+TcsL2Oqr3UJ+aV8HnSwqXL3zFPezwmSsN3ayCIJpl0OmqgnNNIHOr6bBYiaQmk4H++4Ret7M\n8ivMMFrpncP0GvnSRkik36KpOC9Z1T9dY0xPXpQtLIz84pC5nEY6lBeYr8JfagU++bR7jTI9UxJ4\n7CBbKT1zlJ6Vv3/ZXJvNb+rqbDREbHjnBcFLLUwHCmPM68kWN5/n/z5/20JjrKaYVbV3rXZ/r8Yi\nrK7bWGfe77KsgAbDRy5MTTutMEbJhFubkq+/Kel/HtV0Y3Cci1M/2bwoWevrqaPAZ5/j4j8djvcA\nf/sCcO/j8V65uUhjJTU43Uhb2RXZTEzSa/r0UeCJw8xZXFplnk/oZgGX7hw67QyymmIaXcd6knMX\nqoqA86rMFXjNKibcolZ/bvvTdZusRsem2J5i12n/VZynC51D8fwHP3n7+eaTSUsv8CdPAPc/xUo5\nOw0ZKbkCev4E8IknGfrU51Kd7ge+uxf4eXP8Ycyp8oP+/tSs9sIY8Ac2raFmE+/1YLD4SUEssdDE\nT1bNpTzBZfXm6vl2VBXRYPqzSxPbbZ1fA9y/makP6QjZxiI0+D6+Kdko29NuPh7OJnac4sMv8qPm\n9/rRbuBTzwDPWuSB2jE0Dnx7F/CpZymp0jMCfGtncsP1XGFpFY0pN5WmTdXAMpuq3KkpLrqPdrMF\nolmu85SkAehELM1xZ9qFLPO1MuzuEVqsxnyNC+aau+fLCoCKfKDXQ8WZol1bdbjJDekeBgZsJv7j\nvUDXMHW0gsh1y3VeamEjdj9Dl/lRegEeetn8781dfHxzBz13i8oZXpBgOLpziMabk+hfkI2rFdu2\nbUspjwwA3r8O+M6e2Vl5pWdhOUNlzx7L7OduXexvaEqPH6EoIRL349RaJpX9G9NFJiXz3j64Pr0o\nxXTnu3uYt+hVG82KLfX06rxuyN8bHAf+dRfwb3uZOqKKDoyG8vgkQ36tvXRu/Pp4cgXh8AQrOXPR\n815bynSUfR3MBXW6tq5u5DxxwKZQp6aYedZmCg2Hz5kLJBtJV89t2hlkAFd5O0/zYpxXkhiitKsU\nqisDem0s6v6x5DyDMwM0oCry3RlQb7qw2PvHeOxb6p23nWlIcLD48y3eKrqcuGoxvVZ2K6YpzQuW\niVyAVNm5c2fKBll1MSuu/uJZnw9qGvK+tZk3yPxquTXTaOuj8XBTAOHc6cKkdDehe+ED64E/f8Zc\nzmVkgt5+lSdcFKMBIyW37x9zJwNjNPhyBSFoaB48S+UAp7ZP+VEaZWvmUVuxY5DpMxHBxXlTtb3D\nZY9L4fF0jddpaZDVl9N92DtK96pd6x49582hV63HwoNw6BwFUZW1PThGzR8BYJ2N5o6icxA45TJR\nOBdXHZlCSv91yVRi+6ee8Xe/mWbbtm1pvf/u1SzBt6o0nC1sqWeYwi89LCdK8uNCxSHJvNzGxbLb\nYgQjpwfMc4O9cM6Qd9w+4K9CfaaFqRsqgBuWss+qE8MTfMwkLqihQba/g8aUlZSNnppi7702Xz3N\nud2JiJilBpkQ1Pp5sZXyElVFibkRVuRFOVD/5oR5WLF3lKvq+nI2ET3ew5DWxjrnH3F4HNjuIU8g\nZe+QZNVVurQavEQ7T6XWDNuKtgBapzixci41pqZzIvHWrVvx3HPPpbWPB68FbvieOzmLmcwfb2Q+\nYCZ4/7rMiFFPZ944690gU2PSgy/6fjj4ikWKw3TizlXUIJyNaQq1ZXEdymeP0ePltyhzax/lptxQ\nWZh+7uq0HULml/BxZpDuxJEJdxphhTG6N4/38DFkWDUMjAMHuphfsaCEia9OPQ6Hx3lTuJ0AKwtS\ns6Tzogz5/efr3t/rxA8C2Gc2+J8bmafX6nPbkkzxwAMPpL2PxkpKfvzdS+kfz3TmbctZRPLM0WA/\np6aYbWiCZHjcn2bpes/08IR/DdgVfhcsnV8DiDfNC7VC6Jn90IXAP7wyO7+jSxdRlmhyCnjuOB0B\nVy32x/P5eiedPmbCx2Z47W5jxrQ1yAAqVT9/gsmIb3axFcK6Bc5VSIUx3ugrqoGOIapKKzHIaCRu\nMLlJeD07RBV6L94IN65VMzYtBH51zH/piJlEST7w2SvYWDpXK4TsaGpq8mU/915MT6GZgv9s4oGr\nuMIN0oPw8U32fR3TJSI4vrnJT/XC4XN85DINFUxJ8bNKcaZx6SKgfTXw/f3O2840qoo4l6tk/cPn\nWKB13hy+vsBjD2eAoexdp+MdYNziRw/baV33UhhjHz/V4LW1n21FmrvcqW0LQS/bsiom9TVV8//V\nxc7G2MgEVZJfaPFmjBVEvTXu1lNREFxZ/Uyitgz49OXTs6prw4YNvuwnFgG+dQsTX2cz80pY6BAU\ny+YEr3tmbJo+27i9Kf38sZnO289n15LZyKa6RCfM2CS7R/z4AFu+PXmETpPmLkbUekaYntQ/yn9P\n9XP7l1qBR/bxfV6NsUXl/qgmTGsPGcBw4uaFwAutrGQZm2JPsWM97G1VV+YccvRC3yh/rGM9/Dyv\nXLggPUPhqsXUM5vt2j5OrJkH/I8NwD9tz/aReOPUKf9cAZWFwLdvA975Q6DP5wqv6cQ7LuD48Hiz\nv/stiAEPXhO84b+pjmkZfocXpwvVxRz3Ml01O9340IXUzNxl0k94JlOSD9x4HvCL5uTK0d6RzPTc\nvdCnDh0zYt2hGmcX6KzkwXG2LXr6GHNI3uikK3JgzH1MeEpy+9P9rOZ88gjwzDHgcHdqxljTnPT7\n3OVFgdvC8npX3LiMk/F04qGHHvJ1f03VwCPv8L+qtziPC57pwoPXsjjHL4QAvnqDu+prPz7rjibz\nlnCzhZuWAcXT3n0QLBEBfGJz+p1cpiP15eaCrplgzTx+vh/MmEt8XgnDedtPJvfq6xsD+nT5FwLU\nHinOo4ETAQc9Kdl/cmyCBt3whH+JkvOK3RUduGHdAmBZq3Uz6ZA4H1hPI/hfX81M66N08dNDplgz\nH/jBO4E/eIwu+3QoyeNK/N6L6Hl+ZB/waRc9NLNNfhT45i1sCfPaaeftnfjsFZkNEc0vZYX4dK4g\nToeSfLaN+smb2T6S3KYwxqbp/7wjsZfwbOCCudRX25nBfMOqIn9TCmaEh0xRGKPsQZND0rwEqyk7\nhjS14n7KZ7T283nnMKsv/TLGllZyMPVTFfv3zvd3f0Zm0mL8xmX0kHjVn7GjvgJ49yqKgcZ8bOjr\nt4dM0VQNPH43xRFT5YIa4JfvAe6/NJ4G8J41wHXTJK+xogD47h1sI5QqBTHgM1cAf7DWv+Nyy1WL\nZ7d+4dWN6bXAc6JohrgnSvOBT11GcWQ/vaoCzElNNQc6E2xayF6fmWidVlUE3Lrc3/zGGWWQAXGN\nsq2L6ZXKJjEBbKgF1i/w/wKpK2PuXFCsXzCzjLKmauAfbuKgno4h21gJ/M3VwDffxgHvvg3An17i\n11ECF198sX87MzCvBPjOHcDfXgPUeJjYIwL4o4uBn96Z3JQeoIE2XSiIMdT45evc96ZVXFQL/Pwu\n4J51wRybE3lR4DZ/inAtMWuqnCvkRdMzpp24rGFmhUVvawI+vzV9Ayo/ysKKr98EfOV64Gs3UlIm\nV7molqkqQbYmrCtjIYWf+ekAIKTbhKrcwdMBnx1iSWxnBpPgowJYUgksn8N2FUExMAZ86QX/Ve8B\n4I4VFMXbFZDb+08uYUl7NjjSDXxvL8/NTfsQgJ6Ju1czbGJmXP/9y8DzxxNfK80Hvv9Ob8f26quv\nBmqUKUYmtCqk/cyvNPse1s/nwHvLcucefD8+CIwYxJYvb8jeb+yG3lHgh68Dj77BIh0zCqJccd+8\nHHj7imC90m557CBzWoPgrlXB6BwCzPX9+Kb09iEl8MUXWBnnN7c3sUDjsYB61v7JJmBFTTD7tmNK\nUh7qRwfYMsgtQgBXNgDvXpncfF5K4G9fSG4pFIswZzUXGJ+kjtjBs+7HeScKYjT41s7zXMzjauQI\n1CATQtwE4B8BRAF8W0r5oOHvBQC+C+BiAF0A7pRSHnfYbUoH3KWFJ0/2B9dCoiyflvOyqsypdj9/\nAvhZAHkVd6wA1s6nQnYQuVfZNMgU54aB504A+85wQu7StVaJRmhQr18ArJtPTRs713T3MNBs0HSK\nRaiV54Xm5mbftMjcMjDGCf70AAfasgJ6mf1KVJ0OnOihkrwSmSzOY3jm0kXBLqpSYXgc+Mb25GbQ\nfvAXl7EVTxAGnx8GGcBWOd/cmf5+jNzexDzkB54HugOozMuWQaaQEjig9X58vTN+v+spLwBW1gCr\n5nHsm2/TUaZ9gHISeqIiWC9mKgyNc9H5RifHulQoyqNu6UW1Kc/t2TXIhBBRAM0ArgfQBmAHgLul\nlG/otvkogLVSyvuEEHcBeLuU8k6HXad9wN3DWq6YJgo7noK6dFQApXlMNp2rdQ0ozU/3yLwzOQX8\n1xv+t8nZVMckyVfa/BekBOh18TOnyw+Gx/k9RgUn5GzomDU1NaG52Wd9hpAZx74OikT7zR9dTG/C\nv+3xX4C6qhD4Q5/CvU8d8d8gXTWXqQ0HOoGDAYx5l9cne5qyyfgkjbLRSabXFOcxrSEXvMBBICVF\nY9sHGTk7O2Td8L0oj7JBc4tZtVpbmvb3knWD7FIAD0gpb9SefxoApJRf0m3zpLbNy0KIGIB2AHOl\n/UH5fsDD46zO6B9jKGdqioOSEHxEBJPtivJYZVaan3ur5pCQkJCQkBD3jEzwoVp+RQWdLE7dflLA\nlUEWZGBtIYBW3fM2AMb057e2kVJOCCF6AVQDOBvgcSVRlMdHyg2/Q0J84oEHHvCln2VISEhIiD2F\nscylF7khyEMxswiN3i0320AIcS+Ae7WnrwMIWnu3Bhk2CnOM2Xz+WT/3z3/+89n8+KyffxYJz332\nMiSth68AAAV0SURBVJvPfzafO5CZ839CSnmT00ZBGmRtAPSSaYsAGCXb1DZtWsiyAkBSu1sp5TYA\n2wI6ziSEEDullP40FZyGzObzn83nDszu8w/PfXaeOzC7z382nzuQW+cfZNryDgDLhRBLhBD5AO4C\n8DPDNj8DcI/2/98H8CuH/LGQkJCQkJCQkBlHYB4yLSfsYwCeBGUvHpZSvi6E+AKAnVLKnwH4vwD+\nXQhxGPSM3RXU8YSEhISEhISE5CqBprNJKX8J4JeG1z6n+/8IgHcFeQwpkrHwaI4ym89/Np87MLvP\nPzz32ctsPv/ZfO5ADp3/dFTqDwkJCQkJCQmZUcy4XpYhISEhISEhIdON0CAzIIS4QwixVwixWwix\nUwhxebaPKVMIId6rnfteIcRLQogstVHODkKI84UQLwshRoUQn8z28WQDIcS7hBCvCyGmhBA5UXmU\nSYQQXxFCHNTugceEECbt1GcmQoi/1o19Twkh6rJ9TNlACPFJIYQUQmSx0VFmEUI8IIQ4qf32u4UQ\nb8v2MWUSIcQfCyHe1Ma+L2frOEKDLJlnAayTUq4H8EEA387y8WSSYwCuklKuBfDXyKHYeoY4B+Dj\nAP4+2weSCYQQW4UQ3zG8vB/AOwD8JvNHlFkszv9pAKu1e6AZwKczfmAZwOLcvyKlXKuNfY8D+Fzy\nO2cGFucPIUQ92O6vJeMHlSGszh3A16SU67XHL03+Pu0xO3chxNUA7gDbOK5CFsf/0CAzIKUc0Elv\nlCCAVk25ipTyJSllt/b0FVA7btYgpeyQUu4AEEDb5umBlPKAlDKAdvXTAynlU1LKCe3prLoHpJR9\nuqezauzT8TUAf47Zee6zlf8B4EEp5SjAeSBbBxIaZCYIId4uhDgI4Begl2w28iEA/53tgwgJySIf\nxCy7B4QQXxRCtAJ4L2awh8wMIcTtAE5KKfdk+1iyxMe0kPXDQoiqbB9MBmkCcIUQ4ndCiOeFEBuz\ndSA51MUpd5BSPgbgMSHElWDo7rosH1JG0Vy4HwIwa/LnZhNCiN8BKABQCmCOEGK39qdPSSmfzN6R\nZQY35y+E+AyACQD/kZ2jDAanc5dSfgbAZ4QQnwbwMQB/laVDDQSb8/8rAH8J4IZsHVvQ2P32AL4F\nznVS+/chzCBnhMO5xwBUAdgMYCOAHwohlmZDpD40yAAIIf4ngI9oT98mpTwFAFLK3wghlgkhaqSU\nM7LXl/Hcwb5e3wZws5SyK2sHliGsfvuZjJTyEoD5FADeL6V8f1YPKMM4nb8Q4h4AtwK4dqZ1DvHw\n2z8CRghmlEFmdf5CiDUAlgDYI4QAGKreJYTYJKVsz87R+ovb314I8X/AHMIZg925CyH+FMCPtXt9\nuxBiCpwHOzN9nGHIEoCU8p9VMiOAYqHdkUKIiwDkA5ixhonh3GMAfgzgfVLK5iwfWkbQn/9sMMZC\n7BFC3ASumm+XUg5l+3gyiRBiue7p7QAOZutYMo2Ucp+Ucp6UslFK2Qj2Wb5ophhjTgghanVP3w4W\n98wWfgLgGgAQQjSBc35WHDChhyyZdwL4QyHEOIBhAHfOtFWyDZ8DUA3gm5pNOpErTVczgRBiAYCd\nAMoBTAkhPgFgpSHZeUYjhHg7gG8AmAvgF0KI3VLKG7N8WJnkn8DQxtPaPfCKlPK+7B5SxnhQCLEC\nwBSAEwBmy3mHAF8WQqwHQ5bHAfxRdg8nozwM4GEhxH4AYwDuydacHyr1h4SEhISEhIRkmTBkGRIS\nEhISEhKSZUKDLCQkJCQkJCQky4QGWUhISEhISEhIlgkNspCQkJCQkJCQLBMaZCEhISEhISEhWSY0\nyEJCQkJCQkJCskxokIWEhISEhISEZJnQIAsJCQkJCQkJyTL/H+CGDD9+AFePAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rm: _static/examples_images/ss_probability_logo.png: No such file or directory\r\n"
     ]
    }
   ],
   "source": [
    "lm.demo('fig1c')\n",
    "outfile = '_static/examples_images/ss_probability_logo.png'\n",
    "!rm $outfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Kr371q/H5z3++qd8upIHXfZoWMgB489XA791U/3dDMeBtNwA/cwnwxs8Cz8wDH3mM9/EP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\nUywBD09zoeDXInVmFUCDhCwZpU52JVs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LD8VZbPlsJnCy8L5qW+3o0W8dBz7+GEl8t0WZ\nZgrMu7hVaQLn08Ddhyq3C1kklNOrOsFrNTx4CvjWMeYgu2UXPQ9BIUi1R8mhXnkhTe/UniGWSXxu\nsdK4MNrHFDYzKRpVqhkfwqoM4tZ+8oBTq7p8Fpoc69bywNoS+0yzmnO/hOzvAFzl+uzvPT7rWoiY\nf1yFz5pWE7PumSRTnEvRqrRjoJKQAWTX352iiLqbBf9uiKm2W8J8G8VBRcgu2cLV4cNqwrUskihT\nD7G5D5hscEIuOXyuP3Z+ufuzUzhw4ABe/epX+9o2WwQeMdyWfl2z9SBRe5L6IhHpfkLmAPjIQSYA\nFnzkYOcTmArazV/CNpN4Pj6jI8YLJZKPyWW1EIsC/TGVfzGi83KJNKHk6MCenKoVOJty6UOXKOFw\na2k2Kt1NM5AKHD+1rzbRem6RtWw/9CjLD3UTCf3WcVqDJKfhZ57y7pOXqmSuX3vOnwb2Xx9hrd6f\n2gd84/jG6GZroVhiZLEDuuuzBT6jfInj0nBcF3EfilNHfWyxfonDQomkbVYFLp0zwn7jtog1g1bu\nYU1CZlnWDQBuBDBmWdZvGl8NAjirpvTpVS3mT+XLS39cPMbVdclhVNJsipGHU8v0xyci3g+q5LC2\n4Y6B7uq8z2ccPMNV0qYErWMScXjBJpqMJbVFPMyJaK6JFBBPzpKQXbmt84Tszjvv9E3IAApor93O\ntni/f+NaTcRUz5ZJty8MVPF8dBXMiEEAuHcy+OjJboJlcQLelKAl0LQGFEq0Isz7TPtRCzOpzpZK\nChqTyxwLRhJMDn3IJUVIRhggtGOAk/3Tc7Q+37Z3I87WGweO8nm/ZDfnpnuNtr6tX9ebvWIr3/2O\nBas5Bj29ZDfr4j4xU/83ncSxJS6qzhlmXjkxpAzFlbHEiAYdieu8cbUw1qc9Rqs51kh11DEmlxsr\nSh406lnIogD61XZmQOgygNe266TagePLfAjDceYhE8RUPbjpNT6YXJFs+elZTci2D5QXdDYh6R+6\nVejvha89V18vMBwLvhRGq1jM8JncrIS3psbruu3lheQl5cCcj4nk5ecCP30J8MVngE89CTypBiU/\nEWxB4/Of/3xD23/vBPAWULMR1EAikXYywXeiDEwQOLlCa/b4AK17h+fp3nm+Y2KAY9uTM8DJs6gQ\nfKcwuay9GPceryQrIYuRhzsMT8dnnuZCPeicWs1gLQc8u8Ao/9E+9nnJxbV3mPkHhZCNJRmcVG2+\n8sJXj5CQXb+9uwjZUpbGk91Dqmi3WhwPxrQRxJQG+CkVFg+Xp2NJqETwRxd1pY/V3MblIqtJyBzH\n+QaAb1iW9QHHcQL0MHcWazlOzJdu0a5LwY5BnTJiZo3bXjNOJp7KA2dS7My1GvjU8tlDyBbSJB5+\nEA0xe3234Bn1DPap3DqHDGK9f3t55xRhej0LwUgCuONqXusbrlBanFm2l40gZLfffjvuuusu39s/\neIqDkN/0Dn5gRh0B7YuWage+fxL48QuDc9+eLeiPcgG1mOGkejZbtIJEpsBxXWqVegX4FB1aWkzp\nSUEVzf7tGzc+eOvxGVpwbvbQzb50DwORBJsTfPaN8Imn50h29m/nNXeL13I1y3FoIMZnWHLoOt85\nqD1Sw/FyYX49eOXF7IuQ5M2maGUb7du40kr1XJZ/4zjOrwP4B8uyKi7ZcZzXtO3MAoRoKsb7dR4y\nwU6VBHFrEnhMaStCNlMmfO8EydbV43xIs1UGuTMqQKBbc5SZEIHrzbtqByTccxj4xBO8P0EnuGwW\n0kkuGqXZ/ojyo40kGPlq6lokyKBemZNzRrSezrKY+fov7qXb8sU72VmbKSzeLF71qlc1tP1antax\nh04Fex7RkCZk73yJd8b7dmS3bxX3v0AJmWA4Dty4kxPYsSVa/tsRVX22YHKZBGPnIMeC6SoT7eQy\nF+IhS+sOJ5cbr0XbDkgg08VjtH79QPV1C/QMfMooWTTapxeujeC7U8BrL2Z93I2ILvdCCTqXmLRh\nd31a22IkeKtj9EicY9xyjvdwJrUxerp6FOLD6v2v2n0i7ULJIfsfH6CY/7ixQhrr44R7bJET+qaE\nrju4uY9kZGqZE/2OweqErOTQXbLXZ4j9RmJymR35FefVtnw8Os179eFHgbdcu/GrREATsu0DFODm\nFbG+WFnMTAuZrKDqmZ7dLgmxvj0xy/QX520KJreXX9x+++0N/+bECttfkIiFtD7vui5zXdfCA8od\n9f2A9HRnK8aSfEkh5ZMr5fmUGkUywolqcx8QD3E8mE3Rc9DsPjsBGe93DgJTK9WtP5NLrAm5JVmu\nS/ryEXpWztnAsf3gGc5NW5JMT2GWThuJa6lC2Gbux3mfulkzevpJ5W24bEv3EDIT8txOr9KluHOQ\n8/LkcjALjmSU5G41y3s4GPNezLdbK17PZfmgev9Ge0+jfVgX8w/qPGSCXUN0UT4xy4l5W5L5TAQX\nbeZK88QKQ22jIZ3zyo3J5bODkB1fArb0k4zdN1VZcmMkDvzkPjb440t8felZ4FVdkPp3JqULwJu1\nSCXVgUkaZWVVb5Ez7iJkMvCJjmzvcGcJmWVZcBpcmp1eDd5FFQt390RbDUcWOFA3oqF5PkPkGLLw\nyBR0PUB5SSFt2V6ylifCuoC31+JtU4LjxAmPxUC3eAsmlxmUMpasHOtMiIxlx2A5ISs5wAceAf7g\npo25psUM7++LVRUKt25WCqEDfB6W5Y+Q/fTFfN1/Evir79CqVizRQtaN6IuoCGFwTJ9L83wlaKfo\n8PtWgsEHY/Q4TCmjhVebP9Nmi3M9l+VB1JjTHMe5PPAzChjHl3WSVFPMHw9z4n1qlqbJMymK/cxk\nsZEQc7o8NsOK8+MDtKZ5YTVHfVa35a8x4Sj9nBS6/sHpyokrZNNEbwpcDxzlakzqom0UZta4SgfK\nifU+RchsqzyFCYC6jMyrVuO+MYp/C6XO1+PzS8ZiIbbpM2tcdMykqK8I2f4LatdCPMxIsx+tI2fb\nyIikanhyduNEud0OSdwclOY1Eaksct9NmFzSspRqicABZT1zSDDdov/ZFJOw/o/L2nee1XBUzTcy\n9poRovu3ly9Cpa5mvf6/OcE0FwDntx86hzkMjyzyWQrp6SaIPKLkcJ6dXuPCYby/3I2Z98nIVrIk\nXybCNsfVIMbPZlGP8zcmaOky1BPzlxy9ujutRJ3RUHlUzkCMTHwuxd9UI2QA99/NhOxMiivkXUOa\nnLlRLNG9YRIyB8z6/LYbaM7dKJxZ04OrRE/GwwxXFoRsoNTAMskrH9u+UeAbRzemuPZdd91V1215\n0y5m2N6a5CLj7meA37ye9esiIUaKtlrUfWKA1tGlLoq68otOWjR76F7kipy4L1EL0OMegn5BpkDi\nZY57Jr49CVy+hfUfOwmRaZy/iS40IWijfdrqKQRKunw9C44EsglespuE7KlZHmd8IHgJRFA4vqQj\nTDMFSle2DzQ+74q3bN9oMDVnn5jVmrNskWmymolOrzlsO45zrNarmRPvJI4vcYKaGCgX81sWScmp\nVe2CnFO5x8b6WExcOq+Y+KeWtW+5Gk7VyAzcDZg09BQzqerJHaeWOdmb2ffXcqybtlGJA4slrlxG\nVceT6MkLXCWsGi1m7qUJmFAJXjaCkN199911t/nJi/R5XThKUvkzl9ClYlsU544P1N5HPbxuA6wB\nrWDfKPB7NzEA5+A033/vJq0JDAK7h4Hf3OBFSbMoGiXUar2KXTx+NYoTy1x07xzk2H66TkqQqZXq\nhAwA/u2g1hh3CiJF2JqkO170Y2a7lvHPr27WLdM4d4SWIZFpXNAlFk8LlfPNtv5yAmVbjY/5Fcex\nWn+ZyBYoqTm8wDmrEWt9PZflvY7j3GRZ1gp0YfT1d8dxujZHvQjtx/tJLNxi/niYUUjm9jMpPvAn\nZxnZErH1zT69BlxcZOeupkUoKOvSrqH2XVcrOL6sS0fVKikztcxILbGSCJ6dZ4j1D5/T/nN1I1vk\nMxpx5RczS+UAvDY/uccEXosj0SXMpVlupZNoJOWF4PsngCu36vxsQeCV5wET/WdPXqu338I+/cYr\ngb//PvBXP8LP60XZNoJ33Ub3SCejboPCg6cYMVgPF40CP3vJ8yPR9XHlAdg1xHHZq2qD6Z6bXGJ6\njJE4S0e5sZIDPvIY8Oar23XGlZhZY7tORstdrhebhMwCCtDPrN6i2R3IFLKB8zcDT83xt9u7ZFYP\n23xm+SINKwDvxbZ+bcFLRloLOJtN6XxmAzF/FWzWchwD6vGsdB6YynPf+8bqbKxQz0J2k3ofcBxn\n0P3u7xAbg9NGZv50XmfhH4rzs6VMuYBffpOIUF8xlqQ7M5WneXiTyu8yPlC7AXi5AbsFk0skLCG7\njp5CfedVEuqew1ypdRqycpcOI8JVtwjVvfprBuvFtVUQQasrsEbQSJZ+gIPD904AXw/YXh22gddf\nEew+2wlTgGtm7A9SiC1alb6zJFGuicllTmoXbq7+mhig2+rrRzf6bIPB5JLSy/VVjnfSp2NhTupA\nubC/Gh6d7qxuciZFzRdQXnXEnOAbdbl5pTHaN6p00Jnuyakp47C7gPqmhE7ZNOAam/2Ss7Ekr3lz\nH7V3+RIDG7yKtZtYVDU0p9fodZNXLRLcSPk238OVZVlXAbgJJIb3Oo7zA/+H6Twml/lApeNdv6P8\n+4MeOpOZFCd+M7v3908Al4yVCwe3Jqv72BczNGu7G8pGQ7Rh+1UKg1qETFyvXgOT49B0/7brK3PC\ntBPSqGXwEUGm27w+EcAyYTDG44hbdEuyc4PwHXfc0dD2B45x4fHlw8A7bmnumJPLXIm7ceFmjyCJ\nLsfxJeZkO7KwsakKug2TS4wUv72GK3p6DfjH+4FvHqcVwm19Ptswuawzupvj3aYE3XT3n6Rs44qt\nwCPTepsdg7pmrhemljt3b2ZSzFQPaMv/cFzLKgCSynQDlmAvAidJsGdTnZdpVEM8zLH4zBoDlszF\n1fYBPjv34kh+U228lqHMtrDuHgnb3M9ihqX3akkS2m0d90XILMt6B4CfBvAp9dEHLMv6pOM4f9q2\nM2sBq0rMf3kVAWbJYQK4fg9CsZghawY4qM+mmNPoRds0Y98xWFv0OLXs30TZKQjJ2jmkyVk1iLu3\n2kpxKQN87HHgl17UnnP1gljIbIt/Ow6Jkju57d7hyt82CtvifucM/Uan0ijceuutDW1/z2G+Ty4z\nQ3szE8W/PAR88JHGf9eN+OoRvn/5MPDmazb2XLoFK1laPq4a5/+/8ExlYepLxzgpS2qfTz/FcbBb\nJudGIfKRlyg3vim92DVU7rbbMUhCtpTlRF7LQgZ0lpAtZYDN6rnJAvEil1dga7L1yECxms2nq8+b\nG4Hxflqkji3xuYkl3LZ0EJ7Xb4qlyihKgIRqLVdpTFhIc94LKtl1yENb5gd+LWQ/B+BFjuNkAMCy\nrL8A8BCAmoTMsqxXAPhbsBD5ex3H+QvX928A8JcAJK/2PziO817fZ18Fk0rMX819ZVs6r0s1LKR1\niHE6z0zG529iWPBoX/WC4wAHggsDit4ICrL62zWoEkTWiUScXGZts2r1wZ6YAb55DLglQN2SX4i1\nzKu00b7RYJLYDse1W7STqS8mJiawsuIvxClfBL5ulE358uGz36rRKr4ihOxIj5AJjhsShKWMdxUD\nx6H7f/sg8NwCSdlHDwJvuvrsqWVqQjRju9QC1MyVtmuwvE+b0owpZVWrhVrehSBRKNGik1CztIxH\n7sX+xEDryVxFNzufprUoGfEmNJ1GJATsGWZ06ZEFkk/Jt1YtsXkkxJygcylgMVs+T5ccErxERGvE\nc0X+vXe49bY+GCPZ96NF84JfQnYUQByA8PAYgMO1fmBZVgjA/wXwwwCmANxvWdbnHMd5wrXpxx3H\neYvvM64DSWWxvY7Wqx4GY3Q7is7MccoT7u0YBJ6p0gmyRZpZu6EwrWBdT5GsrHsopCsRoQi65HD7\nF3sI+0184RmK/8MBEKBGIC60lVzld5lCMOczEtdlVjqpIfNLxgAWiV827sHnDgG/tr95QfYrz/MO\ncmgEDphIeCMwn9bBKo+d0YXGX+iYXOLicPtg9Yl7PQJ7gIQMoFXtE08AP395dy0u/cDM0O+Oft85\npAkIwHFxc4IarallLuri4dpR6J2AnLOMZwtt1M32R3kccxG6EVphL0RDlB+cWuVrLk2jyGCs9li/\nWVWWKJRoFcsrz4oDtueIzd8nIsG174Fo82QMqB9l+ffg+WcBPG5Z1lfU/38YwL119n0dgGcdxzmi\n9vUxAD8OwE3IAsWpFTLeViMdQzZD5799XJv3Tfa8Y4BurGpivsml7iJkx5dJIi2rnGBJZvqnZrmS\n3D3EFcSU4gU7BqsTskKpsihvJ/HoNKPHrh7Xn33iiWAi60biupxIJ4tr33nnnb51ZO9zqTgPLzCh\nbbPRlv/wytbJbL4InPcPre2jWXz5cLne7YvPdtat3q2YXNardq/i2gDJ12qu0l13ZIH39RXntf88\ng8TkMq93Wz9wn2sBumtQT8Ilh5agfaPAvZOqtJzFBf3hKoSkU7WLpS1LSbhCiSRit2tu2xlAVL9l\nUTslgQOSZqNbELY5zwzFOMefXOHck4yQTCZUwmMvI0zYrl232UShxJdUrOg06jWpB9T7gwA+bXx+\nwMe+twMw4p0wBWC/x3Y/ZVnWLQAOAfgNx3EmPbbxjcllkgwvfVijiIfpAvJKEZGIMCdWtZI1s2mu\nsDo5mVdDrshs7qKnME3uu4bonntqltudu0lFkSi3ph89xUYRMgD42hFNyEoOqwoEgaE4Td3pfGej\n6h544AFfhKxYIhl1474Twaa/OJvw4YPl///IQabBONusO0EiX+QEdq2PYJ5qffm7U7TCXNHhFDCt\nYHJJL0BNEjoS1wFXo326FM5lW0nIzEjLaoTMAb0w7Q4acS/2Cw5lGu5F077RYNKUjMTLCVk3YjBG\nK9RylnOslP8SREPK8hUCwhbvlfR/y9IWMoB/F0q0nBVKnK/NBV0iwrqtJlIBptHxQr1alh9sYd9e\nTcRtT/o8gI86jpO1LOvNAD4I4LaKHVnWHQDuAID3vOc9VSes1RxNrldWGThKjrebywuDUT7A8QF2\nPq/Q1h2D1QmZ43Dw89I5dRonV3jtu4ZIuswEiTsHddg3oPUT68L+enoKVZR3o/DgaXamsE1dW1CJ\nG4WELWe1hqMTuPPOO31tF7LZNt3uk7EuG0gfmSZ5bHdx+oNnKiUEU8vAgyc1GXkh4tQqtVQ7Byv7\nvhtTy8xD5pWH63OHSGC6JUdVLRRLtPDfpHTCJgk1rUlbk3pcv2gzF89i/fKzEO14FK9TPlYLoiHO\nV61iOK71ht1cccaydDnEVJ6yopUc27e8EID+TRbknYTfKMvzAbwLwMWglgwA4DhOrRShUwBM6fwO\nAGVVwhzHMYfQfwHw/3ntyHGcOwHITFU1CP/YEjMOV3MVnlrhBOEH+7fraMtLxkj03IRsa3/tguNT\nXULITD2FkDPBrqHyFddQnNbF1RwHsht2cDKtlsF7o/OupXKcjF+0zVus3CxiamWUK3WWkN166604\ncOCAr233Dlfe/25b2R5bouvw1W0uTj9SxSXRrUmaOwXp+7uGdOb6ahDisnOokpAVSoysftPVwXgf\n2onTRkS5u0ScaQHc2s+xo+RQCH7JGK3OUyv1rf4bMe45oLfmyZlyYf89hxkh2mrw0XACeHia96wb\nPDt+0Bfhaxy0cK2qpK2ZQvV5uZvhd936rwD+CUwI/FIAHwLw4Tq/uR/A+ZZl7bUsKwrgZwF8ztzA\nsixD/YPXAHjS5/lUIFfkgLNzqLqLYsq/XrosQ3kiQiGlO8GbbZXng3EjnS8vgr1ROL7EQXQkUW6+\ntyyuBLcktTkzldeFbCdVZv+JGh399NrGl4uSIAW3VqQVyIBUKHY2yuyd73yn723dWhKg+wgZAPzj\nA/W3aRUTA5pEC7Yk9ST1QvVamvkY60UHnlCLtWrWoeUs8PHHu7+80jqxHCwvmQeQmK7mOGFvU31F\nSKp4VqaW6aIN1Wg0nYq09II7aOaemuF1/jES51i+nD07kx/Hw7Ti7hrifL1vlIvW8X5W5xmO092Z\niNCQErb5jEPKtRkN8SXJwDcnaNzZNcTsCheNcp/nb+J40x+lxdJ8tarB9cuDE47jfM2yLEvVsHyn\nZVnfAvBH1X7gOE7Bsqy3ALgHTHvxfsdxHrcs6/8F8IDjOJ8D8FbLsl4DEr15AG9o9kIkMshrkgJI\n2MwoyXpwJ8rcNeRNrnYN6YKvXphcZiPZSEwua0uBOZCY4blDceayKZSYh+aBk+V6imoDkOQ020hL\nxMFphjifCrAgrgh2Cw4744d/onKbVgt4e+GCC/ybkvZ45FzrRkL2xAy1fbfuad8xbAvYNVzutjSt\n08+HUkDNYHKZSVDlby9EQtSa5ZXWtJZM4fgSkxG/bG/w5xoUji9xYhzvBx5y6X93DbH03VBMe1Jk\nnX3JGH83paoabEnS5esF8TRshD7x4WnOZ9EQr7VejU6/EBK21GGZRrsQsplvLOgE5iGb84NXxYNW\n4XdKyViWZQN4xrKst1iW9RMAttT7keM4X3Qc5wLHcc51HOfP1GfvUGQMjuP8nuM4lziOc4XjOC91\nHOepZi4iUwCOsZ7sMwAAIABJREFULpGMVYt8yRQaK4ztNnnaFlfbbpN/f7Q24Zpe3VjTaTpPsiIm\n+LIEicZKeH1wcpihPR5m2oecT2H/RuL0Ki11QUKsLUUVcTMcr3y1o1LBNdf4T57lJmQWuqfsiRv/\n1AEr2Tmu+7HX0Pi8EPnYXIrh/jsHK113lxmj93aDgElEZq2V/jMdSpLcLCRDf8gu9wgMxfg6vsSx\nzRzzAI55+0b9lVDKl4IjQo0iU9DSG3cKo1YgAvZ86exxWT7f4Pe2/zqAPgBvBfAnoPD+F9p1Uo3A\ncWghsf//9s48TI6rPPfv6e7Zd81omZFmNJKska3dtiTL8ibvNt4CBGxDiFkdXy4h5JqEEC7EkBAc\niCGBBBJdri8hxARiMIshXsEGb0iyrM2WPNpnRtJoRqPZ9+XcP9467urqWruruntm6vc8/UjdU11d\n1V11zne+5f1E4gBstp1XxicTS18XlvE1o9G3fA6rU8w+Y0oylGp3bEHS2scVYEMFb2S9l0+f4Lqg\nlJWWEhyMV8+jl8xOsV+RLYMsL0qP3thkXF/Jr+Rx9Rt/f791fpLCShYkFU6dOmX6ekQkJ08avcHF\nefEmvLnGKyeTJUrSxfhTGw1UfdeG2eghe0sMWvPu69u+rJ7HKsIhrYpYJfK39QGbFtK7ZOVR6xhI\nbPicSyjDc5NJVany4rf0clwuzmMISz9ur5vPXLnJKS5Yd5jfjgD4OXYpK0Gy/SSwsc5fg6xAl6ZR\nnAN5gq+0BRsa3rqY+7eqpvVKXoTyMOkYs67eKqXcAQCal+zjUkofg0OpIyW1ojqHONDb6YaU5sdd\n824QInlyjwhzD1yV1hvNqr3OsR5gcWV23NutuoR+ZZwpGsppLFYUxkNdb+VT6MKWm3MssT8igE9u\nAa5o4POdp4A3zgLfuoXGY++oea9SL6gV9i4TaYkgeeihh3D//fcnvR4VyTmMiysSe03mWv9UI9/a\nCXzbW+90W4xGqnHR40cbrelMSy/HxHklwG5D6K5eU6s/1k0v2vk1lLdodZOmoFVgL87B71fljKmI\ngN5DpjyFrX1xD+D8ksQx/aJa4McH6f1ysxDdlKUK3n0drCj3czGoogITkuPfd38veRu7vDq/6dNa\nfvl9H7cP8Lv7xWHmlvWMmKd/eKGtj9Gop46wgCnVBaDbKssNYGJ/mfa8F8AHpZSvpvax6TEyQdXi\noz380VbUOFeYRLXWCM0uW0zUlnqzdJfPYbKomRt7ZIJ5NKsdg7z+06LpspXkJ968eVo16q+PJ/Z2\nUxNcUzWTG1v7gMu1fAwrw0sl9mdKsT8/GtdUA5iM+/TR+ABaUQBc3pDeZ8wvBW5cBvzyUHr78YqV\nhyxmYhAXxPi7qLYwZTmwqrXjmaO8/4xK46kSjSSmEBgH7gQPmT8fOa1o1cSgI4bm2tXFHA/ml9Ag\n69cZZOeG6TVzMkZa+3LTIGsxegV1ulENFfE0jA4txWFBaWIuUGEMuLqRBWCrHdqQZTOxv3s4sR2U\nH+gLmexaE2WSohhwvZ2WQwo8c5QG2dAYcGKMCfzpfsZPDtIga+sDXmxNff5x+5U/DOCjUsrfAoAQ\n4nLQQFub2semzm9OUFm5LJ+endVz3avwnjeHF1n7AA05Y2uMknzut6bYu9ipEFxdnRlkQUDXMFee\nipZeVmFkOnTZ2hefmPQDSJ3mAVKraLXSe0sdOsI8kxOaEbeo3Nogy3Zi/67TDIcNWDSMT5W7V9Ng\nzaQWzUMPPWT6ejSS7CED6CVTA3OuyxFI0Ev2tRv92V9EJIabjAaZXpMtiJClnYREthmZYORA9TY1\nyx1Vi7Dhcd67Jfkcs1p7c1P2wQ2tvfTi1JXRi6Snvjye/9Yzwu9ofmmyNuWaeQwJXrLQXJNNkenv\nQAj+dlJSBWB/B+eUuSWJ4ehUURGm7+wBih366VgVOwTFk0fihXupUpgHvH+d9d+fO860HS/UFAO/\nvzLxtb1n6HlbUeP5EF0bZP3KGAMAKeULQoishC1VW6RVKTZRXlQeX/1tPxnPqaqvSEx0TZX5JfHw\nn3EyP9jFSSRTK8u+UYrmmbnv1aDc0seJvDDGRHX9vHVRLXMo3AolZssge+qI1mj7eOp6V8e6zQXu\ntixiz8hMcfHFF+PVV5Mdz1GRaOArGiuBl9r4/0z23EyVnzUDX77On/wjY8hSFVv0jDA/KOjWJzls\njzE9QROEHR6PK7AD8dxRJfswqVULrpnHvJ22Pk4mZQXWQsvZ9A7Z0arldcUiiUZomSb7o16TiPcb\n/t7eeP9KQGsdpwvdWhlkg+P0VGVKRPXL18bnjs5B4JljwDffFpflSddgqa/gGOK3580PimNAJELv\nXSpEBFDqIOWRH/W+yLLyIj53grpuXqvenXpZXqT9d7sQ4l8BfB+8lu+Eu/ZJITqkZMl11zAHgKD1\nrfRJvf2jnKgUDRV83j8ar1BcUJrobVw+B2isyO3E/rND8RZCKn6fCn/6VG7oK1kp9UcjzI0xtuPS\nG/fpesj+ZSfDoLc1eevD+pODvEYA5wFtYooGgB+XflQka+At1q5rYyFGOhIlVs61XPaQtfbSo1Jf\nTi+33pOoFmNzSxKN2gsX0CBTYb+FZcBBC4NsYIyLPbfRiUzR2gtcWBv/v0Kf0K9oH2Dub+8o8PwJ\npigANNT0BpnR06anrS9zBpn+Xi8rYGTg7tXx19KNvhTnAXetArbtSm8/QXDFYj76R1lhutdljnB9\nBRfVVUXOOdxb6rkoOd5LZ41VT+SSfGDzQl4bVpX2k1PAE4eBd630punm5CEzxk/0umM5PBzlNu0D\nwPAEcFm987bp0NJr3Si3Xtc0/Izmfp5fkryKuHYJDbst9bmV2K/QN5Q+3kOX8/kpuIpzhbIy87It\n1TKldwQo1BlL+jBdujlkX3mZ/z78GvCjd7urIPveXuAzv07vc1MlIhL72AE0yPac4epUj1E01ojV\nYGanNZVK5XamaOmLJ6zrDZPiPIZZlGFfUxzXZ1xQyvcoja36cvsQTmtfbhlkKmdMGZwJLZN0Cf2K\n9gFWKuZF6F2/ppGe2+4R7qdryF0u3Zr5fp+JMy+10tA+2u1vC6drljA8eMLHYoF0GBzn8VQUMNdv\ncQXzsyIiuVDFyIIyLi6l5PmcHeL4afTuqs+oKqThtnwOP+eJw8nao3VlrKQU4H66h4Ge0UQP9Fv7\nHQOeOAL83gr3BX1OvSyvdrebzCEE0N6f6O1JFX3cvWMAeNGnPogKKwsbyMxg3qoflHUXYZGWd6CU\n7UcmuEpcUAo8fgj40IXxbfvHaGzFIgxxWLmzTw9kNrEf4DH/tDnxtUf2A1/Ymtr+rmoEPmCTY+CW\np44Cj+xz3s6MW2+9Fc3NzUmvqzZexhYpS3z0kClODQDf3QP8xeXO235jhz+fmQqxCDBiCGE0aN9H\npSF8W+iwSrXydk1JaymVXDXIlNSOUp5vMRgmQnAhc/sK3vNdukln/QJOTh2D7vLIslGoZIW+9VPP\nSGJumEro16v2tw/yu5injWuvtNEL0z0c359jL98sLUSVOv9TR4D73EsXJvCD181VByoKAeSAQTa/\nhMbxsR5gSnMEVBcDd6xgOs2Bs/Zz7KVaXvTTR60VEAA6GY7o/l5ewM/Y2gg8qsulE4IFHwDw2EF3\nQvPt/cx7dyuK7bbKsgL0jl2pvfQ8gC9IKTP+s22opcxBrw8GmZ7RycSbdSbQ2hvPtdO76s1yys4M\n8Ab4QScrQlUycFt/ovveyiBTzcgzmUf2ShsrZfS8dpqDcWUKK/eCaNzwSQezBsBuMTPGACaJAsnX\nvV76wphD5nZVdutyhm5aeoHv7mWe5qMHgD/bYq/rdmYwe+KYAL09I4Zk5kbt+jOqaDtVjFkZV1Ja\nLzJyIMJtihKjri/XjDPdPVtfzglobwdw83m85/Vrh7XzOYG19lGTSy+rYiTX8shatIT+hWXJnr36\n8uQogYoMqErlZ4/TIOvTFuZt2ndQFGNEw4xsRAaau2ikAKzoe9/a1ESqf3nI+rxygXUL+JiSNH52\nnqJHcM8ZFlwsLONzM4rygNoyXhN2xpgZfaPA9lOMDumL2RoqaKyqamS3vNHp3iBz6894GEA/gHdr\njz6wyjLjVBQCl9YHo5I+k+jShCDNWiY1mDTdbR+Ie16e0vVG6x7mannEZWJ/Jqk1yXOKRnIvud1L\n03OrXpY1Og+ZnoJYPLRo9JC5zZvatBC4Zx3w2SupPSTACj2n39NtHkdQVBQmTyhKLNc4Pji1grHz\nkFkZtn5UtgWBPne0fSDRC9KgVeWOa9IPRrmg0nyGbFr7mORsl5R8eiA38i4Vrb30+OVFE72CJXlc\naBk1uzqH+Puq76BjEDjRE++s0toXT/mw4txwZquwAeDnujXb6CTw5NHU91VTzNSZdB/6NmV+ExE8\nzhuW8Xc8cDZ+7Hr0i0e1gD3gsWpS0aLlXerTNlRe7QmbVonp4rbKcpmU8p26558XQuwO4oDcUJzH\npLqdp/33lM0U9Ho83QYJDjVQ6z2CZwbpRago5EB0oBO4YC5dxhK5mdhvJuY3tzg7Arx2/KwZuH6Z\ndykVPVYGGcCWQW19yTlkqYSPL10E/N75dMkf77WvCM62QVZeYGKQaccbM1wDTh4yK4NsdNJcDNNr\nK7ZM0trHpO/KwkRPkZKD2K5J3bUPAk1zkg35qxvpIQV4z1tJHExO8W9O40KmaO2LRwTa+hiKnJiK\ntxMzGmQTU8wRml/CEHd+jL0v8yJ8j8ofWlQOHLbwxEjtc/3S1nPi4Nlkdf6fHASuX5KaMPSKauBP\nLkn/uH51LPiWWhEBnF9Nr+DweNzoUswrifczVpEOs/7Tbhge55yoj7SU5TNn1Yt3zCtuh+xhTXsM\nACCEuAxAgIflTEGMbsu5HstKvbB63vRtudKqa7BrHIjqyxNXkEA89KRWAU9rUg8qV0+Vk9sZO5k2\nyMoLkiuccrGX4+QUsM2lhLKVh6xaO0+z5FFlmBon1lRlH1S1mdNK0EoOIFNUFiRrCVYW8rowhlod\nDTKL1/tHzcO2ueodA3i/15sktteWad4jbTxoH+AkbvSC1ZZxHBh2KRCbC6icMRUReOcFwANXAX9z\nNSsHjQn9ijMDLAL6wtXcfvkc4CMX8f8fv4Tvy6WFqFmIcWQiudo423QHZB2o8b17JFGloDCWWFld\nksdxty+NvPCBsUQjtzQ/uYjIb9waZPcB+GchxHEhxHEA/wTgjwI7KpfEIswpq69g/o/fj0XlTB4s\njPm/76A1kpQBFY0kDkQV2oRlNNLOKOkL7YI/0UMXvgp3qMR+szChQiX2ZxKjGKhTx4ZssbudKzsn\nmprMdTvUatDMSFJVVsZQrV3Tezs21vFfdU1Yke1JoKIw2SADGLY0erWcQpZWycEDY+YessEcNcj6\nNHmbt1IVTKQf1GtKrX5KxqVjFKoaLZeMETveahGnnaP+2p9XkpzQrzgzyIlWeZOHJ6gXCbCyT4jc\nMkqN/WsBzieZkt5wyw9eDyaUq4ywMYPnuqwgcUEajbBJejpe7MmpxM+wUxnwC8eQpda/coWUcp0Q\nohwApJQ5chvyhlkzD0BA1T7zS4D5S4LZd1BIrcpqg1ZlcnqAxtnkFDBPM1iMBtnweLzScm4xEIsy\nebIwxoleuWmzldivPHPGG6yxMrHfZEWO5Y/pefg1LiDM+qEqHn/8cdPXi/K46jMrR19i4SFbUGqf\nlG1FTTHTAsYdBp9sG2TlBbwejNpsjZUUkdTjVGXZO5rsXR3XCn3M8lUznTfklrfyx7ServoQd0M5\nQzjKmNR7xZ88Qm1EpZnUPsh9LZ+Te0ntZrT0MffRqirSquejMRy77wyTsK9oiN9PtaXmvWQVmfwO\n5hRxjNP/rrkYFegeYZP2D6z3d78qYmXM7SwvSFyQCqSfUjAlkzUIgx7yHA0yKeWUEOJjAH6YS4ZY\niDVqNaj0eO5cFb9Ye0e5ujCrjjszwDDtxjpe+Ps6gPsuZghDhWgWlSfnMOgJSrFfhY3MGmzryeUG\n2x2DzM157xrrbfr7rWWya4qptWZEeciMWlv5URrXTp4uMwqizgZXtoVRlfFtNMgaKkz6fjp4pM1y\nUVV4wpirAuRuyLK1l2HJ2jIaFnrqKxJ7+Y5M8LwXlNBD+PwJVl72j9IYbVNJ7eXWlWpKXDrb911r\nL73jVosdK4NMf2+MTrD6dGySifNKdDUvyn2fsrg12zMs+dNQkShW61UNPlM8cYQ9h/3USbOirtSd\nbqIZc4oo91KcR8N7eCKxsC0VhOD4VFHoreLfbVL/00KITwL4AYC3LmEpZcBpfP4xPkljZGCMj8Fx\nvqasYCE4gZXkUxy1OI9fpllo8eyQ8yRXWcCBLBso970yjPQrh4oClgqbTaZnBhKTU3tH6GmrLYuv\nnLPlvleDnfG4jSHLXG+w/aMDLKe2UsK/9957TVsnATTIdrfzutW3HlpYxuvUbDKqK0vNILOrLlRk\nO6ldXdedQ4mD3uKKZE+ik1q2WbGE0rEy80DkasiypY/Xg7Gh+JwienyMhkn7QPxa3HGSxVLqvE/2\nx3Oo7KQD2vpYAJRNWvvYq9iKKxYDF9cmvx7T3Uf7OuIVli+20kumxrtF5dYG2WRAkQHlDTLeZo2V\niQZZroUrFVJS9f9vrwm+0GpROa/vqiJv+WsLyoDbmxKN6XQLBUvyubBJxXPp1iD7IHhdfNTwus99\n2P1lYIwu6fZ+4OwwJ62yfK7mqovoio9GeOFLyVXO4BgH+IExDkwleVwdLSjhoCYEKzkOdbO6zawn\nX+8I8GYX0DBAyzuTYqkAB6fCmPnKHrBeLbYbJu7X2jkob1oY13VSif1W3pGg3Pcqlm/0TCwqT4zt\n53qD7fFJVkVZiTlaGWMADbJJLTlZv+qMRpjEbbZ4WFjG39ErUzK5UjHXUB6yzsHEsvvFlclFK3Mc\nVqlmyb/KMDHLxcvFkOX4JMe6LVoHkATtQc1YMBqqZwZpyKiQ3G9b4t/l6ATQ4UKtvq0/uwZZ3yhD\nZHYG0fwSAA4T5K+Ox/8/JZli8OeXcSytL7eXrwkiMhDVhef0NBo+J5fHvKPdDIfffF5wn6EMMYC/\nkxeDbFOd//PzlvrUw8huDbKVoDF2OWiY/RbAv6T2kcFzZhBoPgt0DtMAW1hGwcPyAg6y/aP89/QA\nByGpeQNiEf649eU02gpj9Ia1D7DJ9sQU99E3ytJoVWKtcqrUxHism8ZNSx8Hio11qQmVpoqqsrKq\nEO0cMu+jqZ+Uuobi4bHHDsbV+2MRrqgz7b5X+zN6MvKi/H3V5JOOh2x3O/DF37Ja5+7V7leee9o5\n6KicKyexVLNEdMX999+Phx4ydiwjNdrxHOtJDgMsrTI3yOzc+FYOrskpeoCC7rWaLqptT4dhIbG4\nAnjRsK1TNbZZ5w/1mtnCJhc9ZKf6OZ41VCSnJTSUm5fstw9w3KrRQtv7OxMNsNbeeLW5lUe01WKB\nlyn0umvpYBQZbh+kQbFyrruuBX6jxjxj+N0oRZNruotG/nM/FRGMYs1+ob9e68vdy/HkR/2XbCnK\nS0+Tza1B9m+gGOzXted3a6+9O/WP9p+OQTbv7h7hiujqxTSEOoao0nx6wJsaf2GUlm5tKRNeh8Y5\nqA1P0MOWF+UNu/tMfHvjjds/Bjx3HFg1L1jxPMXEFFvfXLXYept3reTDDn2e2BudTJy/SHP527nv\ng0rsj0boCjZzJzdWxg2ydAanjsH45L7jFPCvtzpXw7b2AV/4TTzUkS51dXWWf1PfqVml5ZJK85Cl\nXdjcqrLw3DB/x1SrNDNFfpSLpg6D1tCcomRj0ulczDxk6ns2e28u6h8qIdP6cnrw3rOG90PPMMcx\nM8NJecWvX8ZtR8aBoz3Ahy/i9zsyzu+4usha0+nUgLsQd1C09jLtJB2dP4A9EpX+mkJ5n7JRbRrV\nVX7qWVROh4BaAOZ6msbwBFM1PnJRMPvXzzVKWcANQThJrKJSbnFrkK2QUuq7/P1aCLEnvY/2j8kp\nGmKHuxmauLKBA0hLL/s16i/oCPij1RTzQi6McSCZkPScdWn5YQPj7JPX0hcPf5RrrtHSPHqZDne7\ny5maAmP+HYPMY3DSREqHU/38PhrSGJymZLJEww/foOehupgDgp37vjWgxP65xRbCqFXsFwaYuO9d\nThLXLaEx+8ZZhqTPDtHrdZu5CsVbbD/pnzEG0ENmhQoL7TFZAS6pNE9ct5ukrKplldZZUCtaPykv\nSPaQAck5evlRetSsDCmz14/ZGGTZbBllRUuvloqRx4fyIKqkbyUIq+fcMK9f/WLxpTZ6NPR5d4vK\nrQ2ycc0bl2pSdbq09NEDmu64unkRRZz197MaT4rz6Dm30t5r0/Lt/NatjEWSFwsRwRC0ahuUTsjy\n8DngX17lXHhrk/sq9WPdDPEqo/C0dS0SAM6tQVBVlBgtyIsyGuaGIEK96bbec3sJvyaE2CylfAUA\nhBCXIDkqkBUGxoDftQG9Y1SdXjWXA8evjvE1PfVa6DI/ygHkeA89ZqqBcHURvS1r52tq9WcTQxN9\nY3ykyplBHtfFdcFVxugb7KZKRPB70Kt8j0/GDdtsuO8BXuzHTBSz9Yr9qarVf2wT/52cAr6+nb/T\nK23OBpmZcZQOdXV1OHXKZOYEsLKG/+4w+bNVyHJDrXXOX0uvuWdDTbzV08AgqyhkDpkRM+NgXom1\nQfa6SYuV4z3xRZsRK/X6bNLaR5FTK8wkU6SkQas8QP2jrMT878MUV1UsKmdI34q2vuwZZK29ycU9\nqVCcx/vlpbb4a/q+tPXl1gbZyATvG7+FysvyzcPpjZX+GGRnBoEzmgj4b04A/3Cjc6pC5yDwwPO5\n0QeztjR5/FpU7s4ADMKj67ZdnRVu334JgJd0wrAvA7hKCLFPCLE3vUNInaFx4IUWGk2bFzLX4dA5\n4IXWZGNsaSWwcSFvmieOAC+fBFr7Ge44O8wL842zbDD7Qgsno2sagXk+h21GJul9Cirk0dpLr0G6\n7tgrG5Jf0+vyZEOxv6bI3CBepq2QCmPJRRZeb5BoBPjoBnqHrIof9BibGKfLzp07Lf82t4RewpP9\nrH7Vs3yO+W9SURjPdTQyOmkexnpdk0uozdIE64XqIvMq0gUmE6NdT8L9Hcm5fcd6zNtzAQzT5RJn\nDb1rjSjV8uK85Ic+r+y1dhrpe88kXtvZWoQ5MTROj65fHvkN1hkDroob/Kam2DycvlR3XRq9Wm69\ndNctBa5fGpcO6h4BfnnY+X07T+eGMQYwnUZfATzig2RFOqTrIXXrIbspvY/xn5EJVgQNT2hVDcX0\nHCgPkT7GXlFAr1fvCC8mK4E/Recw8OwxVhduqed+rcI7qRKUqGZLX/q5FACwooZePP1kpwwypctj\n5aZWDY3NKlDToaYYmJjkCk2/Eq3UtF7MvGElKSSmF8RYiPHkEQ6GVnlpUvpfbdfc3GybR7ZyLvWi\ndpxKzA+zc5VvqU8sk9fz5FHgXkNux8tt/D79uI6CZnGFeQcEsyqnC2qYz2nG+CSNkUsX8XnvKO95\n9dzImRwzyN7yjFv8ZtEI8MlL7fcxMQXs1Hlff9bM0G9lIb/P/Kh1eD5bLZTeUuj36VpdPgcojgFD\nmsGhnyrc5JFduMCf41DUFJt/t/qFgtFD5jYq8L61/FdK4JH9wE/f5Lii94yake0etkZ2nOKiXAjm\nOlvlxk4HXP10UsoTdo+gD9KMnafoGbu4lobDvo74hds0JzHMsLiC3gM3xphiQjKxvXuYn5HriZMA\njdSOgfTClXpU+TzAVCz9jW6liA1whR1ESEclTB438eosrTJ33afq5blAC/3YGVxOSvapYNXLUmEX\ntrTisnrrvz1mSGIem+S+V/skY7B8DvDIO4Bn3hd/OIm0emFpFSdCY4jCLLH3AptwHhDPQwSAp4/Q\nq2TmXZySqWm7BUlrLxcf6RRiHOpKzNEcHGPuKMDx0y4keW44O2K5fqRo6IlGWICl0FeWOmowBlBt\nWlPMcd1oZCyuoAEiRLLGntcKdyFYVV5fznvJSfBZLy6cC3QPM597aJxVwtOZDCtk+UNbH0ONDeV0\nVR/t5g8CMCxxQU1iE9C5JZoqtcvEQuV1nJTxasONda7zw7PGyX6u6NJJ6NezZn78nI33aDYEYtVk\nY6ZWv6TKPPfBLkxlh6pYtDPgg1Cqf+6552z/vlIzELwYZJvqrKtF3zgL/L/d8eff2M57Z53LxFg7\nogL4l1toEC6fE3/4mfiscocOuAgdr3Jor/Z/XwN+qPXg+94+6/d0Djn3tPM7uduJlt70jZJlc5I9\nyvrzdPJCZUP+oqU33urLL9bofnP9PV5TbN8TNYiwrRrzjAvcghgXxWX5yddaKpXmEcGI0NikeU6m\nHi9KBZmiuQs4co4RlOlMgPV+wTAl6Q2LCa5eRybiOS8FUbqMp2TcgMiLMGRpzLmx4oJqhuvGJoEX\nW5iL1tzFiXBRGfPOchVjg910qSgAGirj5f/6BPBs5JTYGmSV5mriqRpkaiDOdCn/vffei23btln+\nXVVaNnfRK+GmErIoD7hhKfD4IfO/f/55ekcmJPCo5hG5ebnHAzfh8gZ79XQ/UBVW+zs4odhRX87w\nm1mStOJ//5oPgBVcK028au0uxgCzhuRBMTLBPNj1aYbL8qOsNHz2WPw1vdfZ6V5q6+PYmUla++wX\noC+0uBuLVs3lAhRgLrISyjWuuRaWxRf/Rnq0TjB+Vu+pMc8sn7GxknJORlItrlCLGyeDK4jIQKos\nKKVXc2CMTprasrimqF/MLeE+M3FLTzuDrHOIeWPL53Ci2dMev0DWzIt7AgR4M6kfxo1VX1UYn/AK\nY8BlDay2O3yOA/+Kmhw3yPqYS+TnanHtPHODrLbMQSwyQIPMqsG2mRdI3bBWHg0rJ5fKlUm3asYr\nGzZYSPhrLKuKN3t+vBn4w3W2m7/FPeusDTIJ4D/2x58vn5PoJUgVq2ICP1lYxlzF112GKm5ZDvzH\nPnfb3ri36HGRAAAgAElEQVTMPPT5pouQjVstJD9o6eV96Edi+6aFLIpSIbISg/SFHZkeG0cmWCFq\nlecHUJrBjUTJ0HjcICuMsYXcgbPJXvBF5dYGGcBFsZ9dC+baLEJVuN5IrUVbNidUzq+T9zfbLdMU\nlYXAO7R8t45BfhfXLuFzKe0FuN0ypyiu2SllMIUbeqZdyFIl09aV8sJR+URzixIHJDWRWoXczFhW\nlfi8MMaLfkLSg1BeQKMtV2nptV8t7jsD/Pq480NfXagPXekHp/yovXTHGS2x308KYrxB2vqS972o\nnDpxRqIR+zYWVsfYOUTjM5MdFgB6yOyICGCF1m/0RwdsN01g08J4uNOJD1/ofr92ZKKpcDTC+36/\nRdGCkXc4JCzrucXCS+hG6iSTHrLWPn4PfshOFMYMhrTuPMocqrdP9mV2sm7p5bi+2MIQHZ0w16gz\nw1i0pbSsjOeT6UpLJT3jZRGaqvq8MsQyuZhIB32odvtJ3pdqIe1XyoB+P5lIQ5gmX32czkEgP8KJ\n+eww3coRAOsM7nq3And6zDxLSyo5uKobuy7F1UfQqLYodqvknzXTq+L00Kv0VxXFw5NeBqegEvtX\nzuXA8YbBIxIRwPJq8/dYDdiA9TF2DVEyItODU1mZ86yqJszdZ+ybPhv54tXOhsLFtcCdq9zv0w67\nfBs/WVrJkM6AC43ANfPcGaYX1lIc1Qw3VWaZ7F/b0stxya/PXGuR1A7Y3/Njk+4NID843kN70WrM\nO9nvPs+zYzDRM6S+A+P7ndJB/M6jUy38zLpzNFp05yjOszecrb4TpbmZqfvWL5q7eA8MjycW5kxH\npp1BNjrJC04ITpqA5h0xGGCprBLMJquCGD1BvWMccBbkqDaTWkFZGR+DJn3srDC2RVKufON97JRH\n5kbHyyuqUs5MddxKFHOzTW6RmdAswJYy2RBGtRKF1bNZF6L5sQcv2UW1wMc2Wv99aSXwzzcHs7oM\nEpVbs9NlocPfXWsvfikE8Lkrzf82NE6tQycqMuRZnZI0PPzKGwX4faoFrVnIzo5Myl8cOkfvt9Vv\nadXezYxJyQW+Qi1EjfJEToZvELmzjZU0loyh1+I864iInbfUqg/r2SFe+9OhQ4eia4jyV4rmLuDV\n09k7nnSZdgaZPo9JuSfNjJD6Cv/K61WY8uwQB6riHFxBnOihN8eqd6GXgbJ9IHFlrMKWXgfnIAYn\nuypDK7XuTQutPV27zyTnTAyP0wNnDGFnAqcqSwC4qjE+KTx20Fu1559uBh64KtEbXJIHfGg98Oi7\npocYrBEVGv15s7vtV9QAX7rGPNyTFwW+eoN1/tv+Dnffd6aMeaX5ZzUxT04BBzrdPZTxIUR8EZYL\n97wZk1NMaLcrGvHa3srYGmr5HPYi1hON2Ev+dAz520oNiBeWmC04rBahdhIvZt42ID6/TZeQJcBr\nwCgJos4v05XOfpCDpoV71GCx+wy9IGXaqm5yilby6KQ/xpNy/3YNceVRXhAXDswVDp3jYGm1evMS\nPhybZCValTap1BQzOd5YXVNXZt2WBwgmAXKpJm9xup9Gpt5LZ1URWVZAo3KXycqpa4hCq9csib/2\nu5Oc5Nz2RHPiqkZen+r47HLatm3bhttuu812fxUFVBR/pY2K8b9tsW8mr0cI4APrmR916BzD/001\nqYX4cwVliD99lJ7gEhdVbm9bTimb7+yhcT8+xTDVnavsQ5q7XYpiptvTzi3KM24Vtjs9APzn6+72\n9aEL4/tZO58VisZ7u7Y0XoFoRqY8ZC29TNpusjHIzrqMCLy1vcEgO2+OuUp+Q4W5FiKgeSz7KMPj\nF6vmAj8+yOv0VkMrN6uq1i311jmmZpWZAMeDVAsCskVjZbKh6jZXNheZ1gaZon+Mk9IVDSw5/t1J\nhpz8QhlkqlzezypGPxge50B47RLrbbyuFjuH4gYZoK0WRxMn7vwojTKrVbFK7PdTsV8lte9u5wDl\nVqH7igZzgwwAvv0aDc6Vc/k9/p9dXCX6YZBd3uCskK7n5z//uavtrltCgwwAHnyR5+dFomNeib1h\nOJ1QHrKRCXYeeMf57t43twT4sy3ePuuZo+62y5SHTOlwWRmhXtIGTg/EDbL5JeZFO7EI0zasZIS6\nhvk7pNvo2wlV6WqVNwo4VwsaMYoLL6sy79+5uBJAS/LrijafDbLl1TSCD3Yldw6xWkjVl9Nr2mLy\nOx06R6NMHwE42cdr5fc9FL3YEYvwvlRjUqqFBkaMQ9y8El77g5onUwjrdmfTgWnknDSnMBpPQnzl\nJEMK3SN8rSjmj45UQYzhzwltVVhbBiyvSn5koqrMjEPnGGJcbrNa9No70+1q0S5hfkp6y+Nwi1oB\n/dZDAudVi60NkP5R4C9/Bdz3C+B/PcnzvKLBnwrL2x2akxt5z3ve42q763TG9xudwPf3W28706ks\njN97PzkY3Occ6bZvsK0nEwaZlPSQ2RXyePFYGVuhrZ1v7v22WwRJmRkv2ZtdNETt7lGv7emMocay\nAqDQZPFtN+YB/kcGVLW/lN7yo7aY9CNWfHdPXBZiSgI/0LyofsjdVBUC/3gj8DdXA1/Yyse7fSoU\nUnne+utSn6oyvzT4xUCQTGuDbO18hh5uPo//rtaEYm/RXrv5vMRQVDrkReiJOtLNaq7i/ORHXpR/\nNxozQdPcxc+2Wxl4HZyMLYOWVZlXsTlpHwUxOKucisPn3PdVy4sC711j/ffJKa4SRyaAWNSflWI0\n4l0Y9dZbb3W13ZKqxBXu37/svhPFTERpUf3upLlmkx94KaDIRMjyVD89A1a5k4A3z3iHYdxaPc88\nH8rpng86j6xvlPe+3QIU8O4hMztXMy9hbal9KkwQY57Kafxdm/v3XNtobZwcOAt85lcUgv7yi3Rm\n1JX5I+x71+rEXsN+ohws+nWC3htZU5S8rZ8ELesyrQ0yfb7UwBiwq53ihHo3vV+l4CX5wMgktU6c\nHpkUSJSSruzGSvtzddvDUzFmGMyK8swVqB1XiwEMTitq4omnXrS4rm6k58uJD1+ohSXSpDDmPVzr\n1kMGJC42zg0DX3vF22fNJFTfVSk50fg9cE5OefO+1WTAQ/ZmF0M0Vkb/2CSjBW4xLiQrC80LH7Jx\nz+vZfpLjmVVCu8LrJWBmkJl51YWgLIoVbX3eF8BOqKjAa+3uDb6KQuCOFdZ/b+1jr9Jdmtf3Hef7\nY8T44WWzwljQB7DyVY2zep3QvIh9Yr/V9WHXpSU0yFxwVkvMVmr8O08n61Sly+aFlAXINQ6dY3NV\nv1eLZoKpZoPT3BL7hsZBJPYXxijhADAv7KiNcrYeIYBPbI6/10heFPjYJmtBUK+kMrYJD6VB1xm8\nv/++l50rZiObdEUTO04Bj/gcwn3iCPMq3RKUh0BPcxc7FVjltA6Pe5tARieSG4Sb3fOl+fYewKAF\nYl9qZQrJWoeJ32ujdbMh0srDtMHGIJuYMhdyTYcV1VpnFHjz1N663F0qzaWLgCtdFgbZIUR6De6d\nyI8CkUiiCn80Em/rpZebEcJeacHqGn3LIDOxjiZCg8yZvWeSWyOZlcOmQzTCXnGbF/onp+EHL7by\nX6fByUxA0A6z1aKVPs2GOuv9tPcnD/J+oC9g8OIly48Cn98KfPZKYONCNo/euBC4bwPwb3ewXU42\nkR5msg11iUm9E1PAPT/lRD3bqChgiE3xlZfc9691onsY+OvfuN++uih4Lae+USbh2y3EvHrFgeQx\ns7EynjCtx85LNjwRXNrGvjMs2LpwgfOY5rWPrV3nESNN1faVyYd8vgeL8uJhy5fa3IeiC2LAX15u\nr0t2RQPwUfuOba4JukOFEPzejSk1KqJhvCbs9Aat1AGUmoDZuRg/129mhEFmNvidX+PdCHFDXRmN\ngXkZKmu3o2ckrpfltCL3qi9ltuq2cmdvqLX2BklYl1mnw6a6uMzJCy0cqD29fyHFPx+8lv/esjy+\nv2zyyCOPuN42FgFuMBiQ3SPAHzzmjyjv9/cDl/8/4Iu/TX9fmWCLTjB3aBy4/2nzQhSvfO4596LK\nAI38oFHFBU0+VhkCyQuxxgrzBZWT1yWIPKreEeDftT6km236Vyq8VvbZ6YsZEcLa0w4Ae1228vKC\n8ohL6c1LVl5AMeQ/XMvvpLKQVeXXL2XC/R9vCmauDIryguQ+lWqBYDSi7M7Lqr+1GjPM0k2CcC7o\nmREGmZlb3a0cQioUxihnsHpu9r7AKQk8so//XuJicPLa8snL6rKqyH6ADsJjkxcFtjby/1Ny5iS1\nP/744562/+D65NfODAJ3/Sh1xeqRCeDjTwB/8WxcBsRtr8hscml94vNdp4E7H7UWwnTDI/uAJ494\ne8/qgHWQJqdYvFBZaK8blYowpjF3NC9qXsl4QY29/I+VTleqHOgEvrGDucLL5zinaADMrXPrqSyI\nes8bvabROlpyvMf/TiUb64AyLY/3Ny3extWCGDXMvnoDsO1W4Os3AR+5yDkPLxepKEjuNqDC6MY8\nars2UFbzhSpeM+tbHRpkBlQcXc+CUspfKCoKMlP62lRNo2BeMTCn0NsjlkbYc3SCYboj3YyZO4Ur\nAQ5gbhM2Bby3YrncJln+1VPJKxo/uNaQ1P6Pv/P/MzKNFw8ZwGTfLSYG+cl+4N2PAl992V2PR8Wx\nbuBd/wX89M34axLewsLZ4iKTMNaRbuD3H+X5eOloMDrB4oAHnvd+HEELU+7t4G+6sc7e6JpT5L2o\nJM9kRjDbR0xL4bDiiIceq3Y0dwFfeJ7G2Kl+dpX4wHp3xmYsAtzkMgXhnRckt99zoroYeNdK63FV\n39LHD/KicQHoKQl89RV/PMDTjYoC85B4Q0XydWEnizI0Zl580T9mXcRm1XbKL6aRo5LEIsmu+Igm\nBndQWzEEEU7c12FtHedFkwctARpBVT7mkpwd4spIGTjRCHDPWneDbnUxEzdVzpkdVy72ngOzdj7z\nOl4zSSofneSK3q2avFuWVfF3VzIHO05y4rWrLMp1brvtNtfisIoPX8S8EiMTU8A/bgce3k0F+qsb\n2bGgzJB39kYn1a53tVPt3sx4/o99wC8PJ77mVdsuaApiNMpeNnwXvSPAnz0NbNtFOZMrGqwrE3tH\nWCD08O7UC4NWBxiy7BoCnjrCe/5im5AZwHGxttS9pyYW8SYWvKGW37VZ2uPAGA0ou9wlNxzrYc5Y\nVAsRvm25N33Ay+qZS/f8ieS8KzVGX7nYPvxox5Z6hst++iaw33C97DjFykW7PCavXLsEePwQ/39u\nGPj6duaIBSHxkKuUF3DB1DuSmMTfWAFMGWyDuQ62QO9IcoHKyT7r9wU95k07gywvwlXB5FRiz60l\nlSwDlwimsa8q5bbqcaenY5AKyaf66dpvqvanr9b2k8CL2qprQSnznry42W86jxb+vg7z/JLSfOZW\nuV1VGrl7NQ2kZ48lr9xeaAGubPC/v9j1SxlSUzz8Gm9Wv4QIM829997r+T3XNNI4tcrV6x9jN4Jv\nv8aBW3loVVWdVS6FntFJ790essFtTckGmeJQF/ClF4AvgYbKyrn0uBTEeH6n+rmgSCX3SlFZmL4R\nYsWpfuDRA/zNLqt3N9GvqHZvkC0q9zaxVxdzfLMyXF9uo+fJDz6/NbVCCSG4ELxqMccgffXt/77C\nn96tC8uBj24EfnGID8XYJL8Dv7Qw1WddUEMdMYAFbf/1BhdcswVlkJ8ZTJzrF5QmhyGdFhjN54BL\ndcZXzwgfZh0gRibi3XqCYtoZZNVFQM8oJ3y996kojz/I6QHz6oh0YrOTU/wxKgudRREBnQIygNfP\n0kDbUOfPSkmAN38qXQGK84D3reWA/sxRrhoVH76Q+l7prLSiEYYuL1nIQUKfw3RumHlIa3zqD6nY\n2gh8b1+8+mVKUv7hSDfwiUvS+867hrjvE73AfRfbJ1D7xdatWz2/Rwj2IfzLXzlvOyW99/ibTtza\nBPzdS84r2dMD3vq7uiVVT4sdO07yXlLHu6wKuG6pu/duXsT3OhUlFMQokeCVO1ZwYuwyCSHt76BX\n1o+K0zKL1lBeMEYr/OjEoafEZKz578Nc5JqFv1Ll2iVxgwxgOkH/KHDPOn/b1OUqFYX0kp3sTxyT\nhUj+TcsL2Oqr3UJ+aV8HnSwqXL3zFPezwmSsN3ayCIJpl0OmqgnNNIHOr6bBYiaQmk4H++4Ret7M\n8ivMMFrpncP0GvnSRkik36KpOC9Z1T9dY0xPXpQtLIz84pC5nEY6lBeYr8JfagU++bR7jTI9UxJ4\n7CBbKT1zlJ6Vv3/ZXJvNb+rqbDREbHjnBcFLLUwHCmPM68kWN5/n/z5/20JjrKaYVbV3rXZ/r8Yi\nrK7bWGfe77KsgAbDRy5MTTutMEbJhFubkq+/Kel/HtV0Y3Cci1M/2bwoWevrqaPAZ5/j4j8djvcA\nf/sCcO/j8V65uUhjJTU43Uhb2RXZTEzSa/r0UeCJw8xZXFplnk/oZgGX7hw67QyymmIaXcd6knMX\nqoqA86rMFXjNKibcolZ/bvvTdZusRsem2J5i12n/VZynC51D8fwHP3n7+eaTSUsv8CdPAPc/xUo5\nOw0ZKbkCev4E8IknGfrU51Kd7ge+uxf4eXP8Ycyp8oP+/tSs9sIY8Ac2raFmE+/1YLD4SUEssdDE\nT1bNpTzBZfXm6vl2VBXRYPqzSxPbbZ1fA9y/makP6QjZxiI0+D6+Kdko29NuPh7OJnac4sMv8qPm\n9/rRbuBTzwDPWuSB2jE0Dnx7F/CpZymp0jMCfGtncsP1XGFpFY0pN5WmTdXAMpuq3KkpLrqPdrMF\nolmu85SkAehELM1xZ9qFLPO1MuzuEVqsxnyNC+aau+fLCoCKfKDXQ8WZol1bdbjJDekeBgZsJv7j\nvUDXMHW0gsh1y3VeamEjdj9Dl/lRegEeetn8781dfHxzBz13i8oZXpBgOLpziMabk+hfkI2rFdu2\nbUspjwwA3r8O+M6e2Vl5pWdhOUNlzx7L7OduXexvaEqPH6EoIRL349RaJpX9G9NFJiXz3j64Pr0o\nxXTnu3uYt+hVG82KLfX06rxuyN8bHAf+dRfwb3uZOqKKDoyG8vgkQ36tvXRu/Pp4cgXh8AQrOXPR\n815bynSUfR3MBXW6tq5u5DxxwKZQp6aYedZmCg2Hz5kLJBtJV89t2hlkAFd5O0/zYpxXkhiitKsU\nqisDem0s6v6x5DyDMwM0oCry3RlQb7qw2PvHeOxb6p23nWlIcLD48y3eKrqcuGoxvVZ2K6YpzQuW\niVyAVNm5c2fKBll1MSuu/uJZnw9qGvK+tZk3yPxquTXTaOuj8XBTAOHc6cKkdDehe+ED64E/f8Zc\nzmVkgt5+lSdcFKMBIyW37x9zJwNjNPhyBSFoaB48S+UAp7ZP+VEaZWvmUVuxY5DpMxHBxXlTtb3D\nZY9L4fF0jddpaZDVl9N92DtK96pd6x49582hV63HwoNw6BwFUZW1PThGzR8BYJ2N5o6icxA45TJR\nOBdXHZlCSv91yVRi+6ee8Xe/mWbbtm1pvf/u1SzBt6o0nC1sqWeYwi89LCdK8uNCxSHJvNzGxbLb\nYgQjpwfMc4O9cM6Qd9w+4K9CfaaFqRsqgBuWss+qE8MTfMwkLqihQba/g8aUlZSNnppi7702Xz3N\nud2JiJilBpkQ1Pp5sZXyElVFibkRVuRFOVD/5oR5WLF3lKvq+nI2ET3ew5DWxjrnH3F4HNjuIU8g\nZe+QZNVVurQavEQ7T6XWDNuKtgBapzixci41pqZzIvHWrVvx3HPPpbWPB68FbvieOzmLmcwfb2Q+\nYCZ4/7rMiFFPZ944690gU2PSgy/6fjj4ikWKw3TizlXUIJyNaQq1ZXEdymeP0ePltyhzax/lptxQ\nWZh+7uq0HULml/BxZpDuxJEJdxphhTG6N4/38DFkWDUMjAMHuphfsaCEia9OPQ6Hx3lTuJ0AKwtS\ns6Tzogz5/efr3t/rxA8C2Gc2+J8bmafX6nPbkkzxwAMPpL2PxkpKfvzdS+kfz3TmbctZRPLM0WA/\np6aYbWiCZHjcn2bpes/08IR/DdgVfhcsnV8DiDfNC7VC6Jn90IXAP7wyO7+jSxdRlmhyCnjuOB0B\nVy32x/P5eiedPmbCx2Z47W5jxrQ1yAAqVT9/gsmIb3axFcK6Bc5VSIUx3ugrqoGOIapKKzHIaCRu\nMLlJeD07RBV6L94IN65VMzYtBH51zH/piJlEST7w2SvYWDpXK4TsaGpq8mU/915MT6GZgv9s4oGr\nuMIN0oPw8U32fR3TJSI4vrnJT/XC4XN85DINFUxJ8bNKcaZx6SKgfTXw/f3O2840qoo4l6tk/cPn\nWKB13hy+vsBjD2eAoexdp+MdYNziRw/baV33UhhjHz/V4LW1n21FmrvcqW0LQS/bsiom9TVV8//V\nxc7G2MgEVZJfaPFmjBVEvTXu1lNREFxZ/Uyitgz49OXTs6prw4YNvuwnFgG+dQsTX2cz80pY6BAU\ny+YEr3tmbJo+27i9Kf38sZnO289n15LZyKa6RCfM2CS7R/z4AFu+PXmETpPmLkbUekaYntQ/yn9P\n9XP7l1qBR/bxfV6NsUXl/qgmTGsPGcBw4uaFwAutrGQZm2JPsWM97G1VV+YccvRC3yh/rGM9/Dyv\nXLggPUPhqsXUM5vt2j5OrJkH/I8NwD9tz/aReOPUKf9cAZWFwLdvA975Q6DP5wqv6cQ7LuD48Hiz\nv/stiAEPXhO84b+pjmkZfocXpwvVxRz3Ml01O9340IXUzNxl0k94JlOSD9x4HvCL5uTK0d6RzPTc\nvdCnDh0zYt2hGmcX6KzkwXG2LXr6GHNI3uikK3JgzH1MeEpy+9P9rOZ88gjwzDHgcHdqxljTnPT7\n3OVFgdvC8npX3LiMk/F04qGHHvJ1f03VwCPv8L+qtziPC57pwoPXsjjHL4QAvnqDu+prPz7rjibz\nlnCzhZuWAcXT3n0QLBEBfGJz+p1cpiP15eaCrplgzTx+vh/MmEt8XgnDedtPJvfq6xsD+nT5FwLU\nHinOo4ETAQc9Kdl/cmyCBt3whH+JkvOK3RUduGHdAmBZq3Uz6ZA4H1hPI/hfX81M66N08dNDplgz\nH/jBO4E/eIwu+3QoyeNK/N6L6Hl+ZB/waRc9NLNNfhT45i1sCfPaaeftnfjsFZkNEc0vZYX4dK4g\nToeSfLaN+smb2T6S3KYwxqbp/7wjsZfwbOCCudRX25nBfMOqIn9TCmaEh0xRGKPsQZND0rwEqyk7\nhjS14n7KZ7T283nnMKsv/TLGllZyMPVTFfv3zvd3f0Zm0mL8xmX0kHjVn7GjvgJ49yqKgcZ8bOjr\nt4dM0VQNPH43xRFT5YIa4JfvAe6/NJ4G8J41wHXTJK+xogD47h1sI5QqBTHgM1cAf7DWv+Nyy1WL\nZ7d+4dWN6bXAc6JohrgnSvOBT11GcWQ/vaoCzElNNQc6E2xayF6fmWidVlUE3Lrc3/zGGWWQAXGN\nsq2L6ZXKJjEBbKgF1i/w/wKpK2PuXFCsXzCzjLKmauAfbuKgno4h21gJ/M3VwDffxgHvvg3An17i\n11ECF198sX87MzCvBPjOHcDfXgPUeJjYIwL4o4uBn96Z3JQeoIE2XSiIMdT45evc96ZVXFQL/Pwu\n4J51wRybE3lR4DZ/inAtMWuqnCvkRdMzpp24rGFmhUVvawI+vzV9Ayo/ysKKr98EfOV64Gs3UlIm\nV7molqkqQbYmrCtjIYWf+ekAIKTbhKrcwdMBnx1iSWxnBpPgowJYUgksn8N2FUExMAZ86QX/Ve8B\n4I4VFMXbFZDb+08uYUl7NjjSDXxvL8/NTfsQgJ6Ju1czbGJmXP/9y8DzxxNfK80Hvv9Ob8f26quv\nBmqUKUYmtCqk/cyvNPse1s/nwHvLcucefD8+CIwYxJYvb8jeb+yG3lHgh68Dj77BIh0zCqJccd+8\nHHj7imC90m557CBzWoPgrlXB6BwCzPX9+Kb09iEl8MUXWBnnN7c3sUDjsYB61v7JJmBFTTD7tmNK\nUh7qRwfYMsgtQgBXNgDvXpncfF5K4G9fSG4pFIswZzUXGJ+kjtjBs+7HeScKYjT41s7zXMzjauQI\n1CATQtwE4B8BRAF8W0r5oOHvBQC+C+BiAF0A7pRSHnfYbUoH3KWFJ0/2B9dCoiyflvOyqsypdj9/\nAvhZAHkVd6wA1s6nQnYQuVfZNMgU54aB504A+85wQu7StVaJRmhQr18ArJtPTRs713T3MNBs0HSK\nRaiV54Xm5mbftMjcMjDGCf70AAfasgJ6mf1KVJ0OnOihkrwSmSzOY3jm0kXBLqpSYXgc+Mb25GbQ\nfvAXl7EVTxAGnx8GGcBWOd/cmf5+jNzexDzkB54HugOozMuWQaaQEjig9X58vTN+v+spLwBW1gCr\n5nHsm2/TUaZ9gHISeqIiWC9mKgyNc9H5RifHulQoyqNu6UW1Kc/t2TXIhBBRAM0ArgfQBmAHgLul\nlG/otvkogLVSyvuEEHcBeLuU8k6HXad9wN3DWq6YJgo7noK6dFQApXlMNp2rdQ0ozU/3yLwzOQX8\n1xv+t8nZVMckyVfa/BekBOh18TOnyw+Gx/k9RgUn5GzomDU1NaG52Wd9hpAZx74OikT7zR9dTG/C\nv+3xX4C6qhD4Q5/CvU8d8d8gXTWXqQ0HOoGDAYx5l9cne5qyyfgkjbLRSabXFOcxrSEXvMBBICVF\nY9sHGTk7O2Td8L0oj7JBc4tZtVpbmvb3knWD7FIAD0gpb9SefxoApJRf0m3zpLbNy0KIGIB2AHOl\n/UH5fsDD46zO6B9jKGdqioOSEHxEBJPtivJYZVaan3ur5pCQkJCQkBD3jEzwoVp+RQWdLE7dflLA\nlUEWZGBtIYBW3fM2AMb057e2kVJOCCF6AVQDOBvgcSVRlMdHyg2/Q0J84oEHHvCln2VISEhIiD2F\nscylF7khyEMxswiN3i0320AIcS+Ae7WnrwMIWnu3Bhk2CnOM2Xz+WT/3z3/+89n8+KyffxYJz332\nMiSth68AAAV0SURBVJvPfzafO5CZ839CSnmT00ZBGmRtAPSSaYsAGCXb1DZtWsiyAkBSu1sp5TYA\n2wI6ziSEEDullP40FZyGzObzn83nDszu8w/PfXaeOzC7z382nzuQW+cfZNryDgDLhRBLhBD5AO4C\n8DPDNj8DcI/2/98H8CuH/LGQkJCQkJCQkBlHYB4yLSfsYwCeBGUvHpZSvi6E+AKAnVLKnwH4vwD+\nXQhxGPSM3RXU8YSEhISEhISE5CqBprNJKX8J4JeG1z6n+/8IgHcFeQwpkrHwaI4ym89/Np87MLvP\nPzz32ctsPv/ZfO5ADp3/dFTqDwkJCQkJCQmZUcy4XpYhISEhISEhIdON0CAzIIS4QwixVwixWwix\nUwhxebaPKVMIId6rnfteIcRLQogstVHODkKI84UQLwshRoUQn8z28WQDIcS7hBCvCyGmhBA5UXmU\nSYQQXxFCHNTugceEECbt1GcmQoi/1o19Twkh6rJ9TNlACPFJIYQUQmSx0VFmEUI8IIQ4qf32u4UQ\nb8v2MWUSIcQfCyHe1Ma+L2frOEKDLJlnAayTUq4H8EEA387y8WSSYwCuklKuBfDXyKHYeoY4B+Dj\nAP4+2weSCYQQW4UQ3zG8vB/AOwD8JvNHlFkszv9pAKu1e6AZwKczfmAZwOLcvyKlXKuNfY8D+Fzy\nO2cGFucPIUQ92O6vJeMHlSGszh3A16SU67XHL03+Pu0xO3chxNUA7gDbOK5CFsf/0CAzIKUc0Elv\nlCCAVk25ipTyJSllt/b0FVA7btYgpeyQUu4AEEDb5umBlPKAlDKAdvXTAynlU1LKCe3prLoHpJR9\nuqezauzT8TUAf47Zee6zlf8B4EEp5SjAeSBbBxIaZCYIId4uhDgI4Begl2w28iEA/53tgwgJySIf\nxCy7B4QQXxRCtAJ4L2awh8wMIcTtAE5KKfdk+1iyxMe0kPXDQoiqbB9MBmkCcIUQ4ndCiOeFEBuz\ndSA51MUpd5BSPgbgMSHElWDo7rosH1JG0Vy4HwIwa/LnZhNCiN8BKABQCmCOEGK39qdPSSmfzN6R\nZQY35y+E+AyACQD/kZ2jDAanc5dSfgbAZ4QQnwbwMQB/laVDDQSb8/8rAH8J4IZsHVvQ2P32AL4F\nznVS+/chzCBnhMO5xwBUAdgMYCOAHwohlmZDpD40yAAIIf4ngI9oT98mpTwFAFLK3wghlgkhaqSU\nM7LXl/Hcwb5e3wZws5SyK2sHliGsfvuZjJTyEoD5FADeL6V8f1YPKMM4nb8Q4h4AtwK4dqZ1DvHw\n2z8CRghmlEFmdf5CiDUAlgDYI4QAGKreJYTYJKVsz87R+ovb314I8X/AHMIZg925CyH+FMCPtXt9\nuxBiCpwHOzN9nGHIEoCU8p9VMiOAYqHdkUKIiwDkA5ixhonh3GMAfgzgfVLK5iwfWkbQn/9sMMZC\n7BFC3ASumm+XUg5l+3gyiRBiue7p7QAOZutYMo2Ucp+Ucp6UslFK2Qj2Wb5ophhjTgghanVP3w4W\n98wWfgLgGgAQQjSBc35WHDChhyyZdwL4QyHEOIBhAHfOtFWyDZ8DUA3gm5pNOpErTVczgRBiAYCd\nAMoBTAkhPgFgpSHZeUYjhHg7gG8AmAvgF0KI3VLKG7N8WJnkn8DQxtPaPfCKlPK+7B5SxnhQCLEC\nwBSAEwBmy3mHAF8WQqwHQ5bHAfxRdg8nozwM4GEhxH4AYwDuydacHyr1h4SEhISEhIRkmTBkGRIS\nEhISEhKSZUKDLCQkJCQkJCQky4QGWUhISEhISEhIlgkNspCQkJCQkJCQLBMaZCEhISEhISEhWSY0\nyEJCQkJCQkJCskxokIWEhISEhISEZJnQIAsJCQkJCQkJyTL/H+CGDD9+AFePAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load ss probability matrix\n",
    "ss_df = lm.get_example_matrix('ss_probability_matrix',\n",
    "                              print_description=False)\n",
    "\n",
    "# create and style logo\n",
    "logo = lm.Logo(ss_df,\n",
    "               width=.8,\n",
    "               vpad=.05,\n",
    "               fade_probabilities=True,\n",
    "               stack_order='small_on_top',\n",
    "               color_scheme='dodgerblue',\n",
    "               font_name='Rosewood Std')\n",
    "logo.ax.set_xticks(range(len(ss_df)))\n",
    "logo.ax.set_xticklabels('%+d'%x for x in [-3, -2, -1, 1, 2, 3, 4, 5, 6])\n",
    "logo.style_spines(spines=['left', 'right'], visible=False)\n",
    "logo.ax.set_yticks([0, .5, 1])\n",
    "logo.ax.axvline(2.5, color='k', linewidth=1, linestyle=':')\n",
    "logo.ax.set_ylabel('probability')\n",
    "\n",
    "##################################################################\n",
    "plt.savefig(outfile)\n",
    "plt.show()\n",
    "!open $outfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running ../logomaker/examples/demo_fig1d.py:\n",
      "-------------------------------------------------------------\n",
      "# do imports\n",
      "import matplotlib.pyplot as plt\n",
      "import logomaker as lm\n",
      "\n",
      "# load ww information matrix\n",
      "ww_df = lm.get_example_matrix('ww_information_matrix',\n",
      "                              print_description=False)\n",
      "\n",
      "# create and style logo\n",
      "logo = lm.Logo(ww_df,\n",
      "               font_name='Stencil Std',\n",
      "               color_scheme='NajafabadiEtAl2017',\n",
      "               vpad=.1,\n",
      "               width=.8)\n",
      "logo.ax.set_ylabel('information (bits)')\n",
      "logo.style_xticks(anchor=0, spacing=5, rotation=45)\n",
      "logo.highlight_position(p=4, color='gold', alpha=.5)\n",
      "logo.highlight_position(p=26, color='gold', alpha=.5)\n",
      "logo.ax.set_xlim([-1, len(ww_df)])\n",
      "\n",
      "# show plot\n",
      "plt.show()\n",
      "\n",
      "-------------------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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YPsE5xtc55YP9e4vVtoIxVPGL2KKULur5mUMpze352fvKdXdwSqmFUjoWQDqAiYSQkTxj\n3qSUFlNKixMSEgb6e/iU4PBsOW7zTyPafprMBErm2WKcBwilcXDOHG+lViSER0Ap565GTouO5vV4\nAcAVdisXH5rTX1p2VGoqrhw7biAmMxiS4+zZcq6JaP/eaCac8aGEvzxbfRBCruypifg8IeRyT05C\nKW0B8D2A+R7aF5CYzYGfOVe4XE//xdMbLM9ithjnC3E6fs9Wo5PYMpotSIgQzq8llLMrWts/VZgZ\nE4uMGFu5r0tHjeYNSWAwAgExMVt6u2zyTGx5jthC1K8CuAO2FYiHAdxBCPmXm30SCCHRPe/DAMwG\ncHxw5gYGUv0zvAlfzBalgNnKjdkyWwmUrDYi4zxASGw1dDomMjRazEgMF86JlRTJH7flHASfn5AI\nAJiUneOJmQyGTxHybDlUHLHzdjmniggl/BUg38t0ACN7gt5BCHkXblI/AEgB8G5PaR8ZgE8ppf8b\nsKUBhFRJz7wJX7keo2MMsMOFxGCcDwhNIzZ0OIqtdr0e2bFxgsdJFhBbHQZHr7daoYBSLsfY9AwP\nLWUwfIeQ2HJYjWjub3OOCQ4tpPndxIqtEwAyAZT1bGcAOOhqB0rpQQAhGaQQrJ4tg5O4Mpht+VTY\n7AZDDJ2dDZDLlTCZ9IiIcJxGa2urQWQkfxxTIBGn4xdb9U5iq6GjEwkuPFvJkdwyXgBQ29bmsG22\nWJAWFQ21gq1AYQQuQgHyfKsRDabQnkbky63pDVx+AxBCVsIm86IAHCOE7OzZngTgZ0ksCgKCUWwZ\nzITjyTKaCYwWsISmDLfU15/Am29Ox7Jln2L9+j8gNjYXixf/CyqVFvX1J/DRR0tx7737/W2mW9QK\nBcLVao4Hyt6zRSlFQ2cHElzUREyN4hdb1a2tDtt6sxnpPXFbDAYA/HBuK062nQIAZOoyMCp6BL6r\nWsMZNzXxQrQaW3Go5QgAICksEYvTL5HEJjGeLb2xP2bLWZyFEn4RWwCek+SsQQ6lQTCN6PSfNZq5\n04ZGM2F1ERluMZn0+M9/5qKj4xwAmxjZs2cFGhtLcPPNG1BZuQvNzaX+NdID4nXhXLFlF7PV0t0N\nk8WCeBcB8ikCYqumtcVhu03fjeHJge/xY/iObfXbsbZmAwDggviJSNDE48PSTzjjkjSJqOiqxOfl\nXwEARkQNk05sqfgD5O1nQ/pWtDPP1oBwJ7a2UL6qrXYQQoi7MaFGMHq2jEKeLSa2GG7YtesttLSU\nc9pLS7fi889vAqVWmEzdfrBsYMTpdChtciydY+/Zqu+wleNxOY0YEQkZIZxi1FVOnq2qlhbMGTps\nsCa75EjLUTx+4EmYqGNQppIo8Mm09yGX2Va/vF2yAt9WrgIAEBDckn8DFqUvkNQ2RnAg6Nky8q1G\nDO3V61KJLXdH3UwIuYcQkuloDFERQmb1BMpfL4llAUwwiC3nAEZKCboMPJ4tC9hKRIYgFosJW7Y8\nK9h/4MCHOHjwYx9aNHj4guQ7jUZ0m0wA+uO3XE0jKuRy3uNU23m29CYTGjs7kRYt7TTilrqf0Ghs\nQpupzeHVaGzC2c6yvnEbajb39bWaWrH53A+S2sUIHoRSP/DVRjSY2DTiQHB31PkALAA+IoRUE0KO\nEkLOADgF4FoAL1BKV0hiWQATDGKL78mjQ+/47+6dWgzlpxTG4Dh9ehNaWyv6tuVyFaKigntlnWD6\nhx6R1dAntoQ9WwCQwhMkX93S79nqFV7p0dEDslMsVhffRyXtJYJ97Kr3P1q56xJOWgV/eSlvIxQg\nb7SL2TKeJ3m2/CK2KKV6SumrlNIpALIAXAygiFKaRSm9lVIa+BGxEiDVP8Ob8D15dPB5tpjYYrjg\n2LFv+94nJAxFevpELF36X2RlTfGjVYNDeEVie8/PDijlcre1DPmC5Fv13ejsiQerarGJrbQoacVW\nUexYwb6Tbf1ia0byRQ59M5KmSWYTQxwXJU112T8t0TfXGd80otUKGC1cz5atlq5PzPIL/vJs9UEp\nNVFKa3qywZ/XBIPY4hNQJp6YLQMTWwwX2Iut3NwZkMlkIITgssv+BZksOOef48PdebbaEa8Ld5vx\nXShIvndFYm/8VprEnq3JCZOwMHUeb19J++m+90uzlkAjUwMAEjUJWJA6V1K7GK4Jk4dhcsIkl2Py\nI3KRpct0OcYb8E0jOqcK6luZGOK3C38FyDN4sOVpDWzEPHmwmC2GK2prD6G1tbJvOyoqve99SsoY\nDBkyDydOrPKHaYNCyLPV0FOyp77DddqHXvimEQHb9OGQxERUtTQjTqeDRqkcuLEimZc6B6uq13La\nS9rPgFIKQgiiVdGYGD8BW+q2YlbyDChl0ts1GD44+zF2NOwCAIyIHo6ZSRfhlROvc8Zdk3UV6vX1\nfTFoOeE5eGDY3T61dSBk6tKhkqncjsuLyEVZJ3eBijfh82zZp30AbNOHZgugCPFUQUxsBRDB4NkS\nk+HXJraYZ4vBT2XlboftyMh0h+0hQ+YGqdgSqI9oF7MllGneHiHPVq9Hq7q1VXKvVi8jooZBJVPB\naDU6tHdbulHRVYlMnS3OLkNn+x9maNM5xwg0Kjor+3JM6RQ6dMR19m3bMzt5Fqq7a/r6XMWwBRIp\nYeJSgqSGJUtsCb/YMjiJLb2RhHyOLQBQKl2HDwyUwFcNAUgwiC2ZDFDIHC8K51kRFiDPcEV19T6H\nbXvPFgDk58/xpTlew13JnvqODiREuA6OB1xMI/bEalW1tEger9WLXCZHTngWb5/9VGKvyOoVXQz/\nIVZEiRVlg4EvQN7Zs9UrwJxzOIYaGg3/dT1YxBaivpIQcooQ0koIaSOEtBNC2tzvGZoES6yKOxHF\nAuQZrqiu3uuwrdU61gpMShqOyMg0X5rkFdwVo67vaHdZhLqXVBfTiABQ1driM88WAORH5PO22wfJ\np/Tc4JM1SbxjGb4jkD1blBK0dfPH+IbSSkS+FKEajTTXrFgXzbMAFlNKoyilkZTSCEopfyXW84Bg\n8GwBIsWWRVx8F+P8wmq1oqbmgEMb3+c+K+tCX5nkNQRjtuymEcXEbCW7CZCvbvGt2CoQEFv2nq3e\nOC1VgMdrOaORa1z2h7npD0RSAsiz5ZxBHgBauxyv917PliqExBYfYWH+FVvnKKXHJLEgCAkWseXs\nGnYW8WYrgZWGdjZgxsBobDwFo9GxODPf5z4ujv8GH8ioFQpEqLk35/qODnQaDOg2mUSJrTClEjFh\n3DxI1a2taOnuQqfRKHlCU3uGRPL/L07ZiS1Fz+IeOQmuJ6zJ8RNd9l/gpj8QSQ4T511M0MRDJvE9\nh89b1W3kF1uh5Nniw9+erd2EkE8IIdf2TCleSQi5UhKLggCpAui8jViPFRNbDGec47WEiI3Nk9gS\naeCbSmzo7EBLt63skJiYLYA/bqu6tQUms61+arqPYrYAICc8C3KeldJtpjac664DgL5+eZA8MAI2\nb9yUxMkuxwyPHoYkTaKPLPIOEUpxnzEZkSFcwT/17S34BJTzw7ktHYS4xVfBAv80oh9jtgBEAugC\nMBfApT2vRZJYFASEhfnuaXUwOIsoCwXkMu6Hi4kthjPnzh0WNS4YPVsAv9hq6uxEpMbm8RKzGhHg\nF1sdBgNUCgXUCoVPpxHPddchS8ef3f+Ui0zygU66Ng06EWKjQMCzF6jo5OKzw4v5/QcDn9hyXlDV\nFyDPPFsDQpTvg1J6oyRnDwL4lG9YWKwfLPEcvmLUagVFl9HxKmJ5thjOtLfXihoXrGKLT0yZrVaY\nLBaEKZVuS/X0wpdFHrBNJWbFxiFRpIfMG5xqP40hEfk401HK6TvZVoKpicEXXweID+ZPCqKgf41c\n01cgXAxSiy1CbPcLo1k4ka/eFHoB8nz4NWaLEJJOCPmKEFJHCDlHCPmCEHLerh3WaoNDbDm7ew0m\n/pWHzLPFcKazs07UuMjI1KCZVrfH1YrE5MhIxGrFeR2SI/nXCVW3tqA4M9NtFnpvUtJ+WjBuyz5I\nPtgQG9skdpy/IYQgUuQUYi+2KUdpP0vuRJQxBD1bJlMXp83fMVvvAPgWQCqANAAre9rOS4LZs8UX\nx8XEFsOZjg5xYosQguho6cuJeBtXKxKHJiWLFkkpAjFZNa2tmJidM2D7BsLp9jOCKxKDeRpRrGcr\nWNJZJGkSkaPL9mifHF2W5GLSrdiyEFAaWjFbBkM7p02qmC2xS1ISKKX24moFIeR+KQwKNPimEYPF\ns+UsrIxmfmGlDPHyCwzPESu2AECrjUdT01kJrfE+QvUR6zs6MCxZ/FJ7oVxbVa0tuHpc0YBsGyhn\nO0qRE54DGWSwwjGLeoOhEc3G4CxrmxRinq1ZyTMwNLLQo33mpMyCyWqSyCIbYqcHQ2ka0Wjkii1/\np35oIIRcRwiR97yuA9AoiUVBgK89WydPrkNraxVOn96Mzs6Gvnaz2YiTJ7n10HpxdvcKZYtnebYY\nzoidRgSC5+HDHleerWHJ4pNIuipGnRufMCDbBoreakCDoQFp2lTe/lNtwendEiuixOat8jeZugxc\nkOBZqoqhUYUYFTNSIotsOIsooxlQOT2IUyCk8mw5e7ZkMjnUamniLMWKrZsAXAOgFkANgKt62kIe\nvjldX91czGYjPvjgKrzzzjw0NZ3Ghg2P429/S8b69X+ExWLGyZOr8fnnwmsXeAPkeS4UNo3IsMdo\n7ILR2Cl6vHNm+WDAVczWcA88WylRAjFbLf7xItXp613k2wpOsRWrEudp0Cq0ogo7M/jhK9mj5kl2\nGsrTiFptvGTnErsasRzAYsmsCGD0+lZOm688W9999yAOH/7Coc1qtWDTpidw8uQaUErR1SXsYHR+\nKjEIeLZC6eJhDB5PvFpAcIotodQOjR0dyIkT//tEasIQrlajw2BwaO8t2eNrKCgKIvKxqfZ7Tt+p\nthJMjp/ke6MGiScr8aRetRfKaFSOU8/6ngSm7d1O40LYsxUTI12cpUuxRQh5mFL6LCHkZdg8iA5Q\nSu+VzLIAgU9s+cKzdebMD9i+/V992yqVDklJI1Ba+iMAoLJyFwBALhd+kuMPkOeJ2WJii2GHJ/Fa\nAKDTJQTdikRhz1YnZDLPEn6mREbhVL3j36y3ZI8/cJVJ3l3Zm0BDBhnC5OI/WzqF+NxVDEecRZRe\nIFt8KK1G7O5uctiOjfWT2ALQW6Jnt6cHJoRkAHgPQDIAK4A3KaUveXocf2MwOH5pKpVhPrmxbNr0\nRN/7oUMXIS1tPNLSxiMqKgPr1j0q6hjcmC1A5ZTahVLCPFsMBzwVW0lJoxAZyR8nFKi4q4/oCSlR\nXLHVbTKhuasLMSJTSHgToRWJNd21iFCGeyRe/I1GrvEofYbWg0ShDEechZVQaZ5Q8Wy1t9c6xEAD\nQGxsrmTncym2KKUre952UUo/s+8jhFzt5thmAL+mlO4lhEQA2EMIWU8pPTpwc32Ps2crJiZb8nNW\nV+/H6dMb+7bti/3OnPl7VFTswLFj37o9Dnc1ItezZbIAMbrQuHgY3sHTacSsrMmYPv0RiayRht76\niO0GvUP7QMSWUK4tvUna1WNChCvDkRKWjJpux8S0FBSn288gN9y3KSkGCiEyj/NRRSojoLfq3Q9k\ncOCN2QphzxZfSTK/iS07HgHwmYi2PiilNbAF04NS2k4IOQZbjq6gFlvx8QWSn/PIkS8dtpOSRjls\nT5lyv0ix5X4a0WgmCNc4ztUzxLFv7T5sXLGRM8GeOTITRfOLsP6t9Rg2dRimLZ0GeRCl6ffUsxUW\nFoOiouUSWSMdcTodR2zVD0BsCWWR9ydDIvI5YguwTSXmR0h3Q/EmqWHJaNA2uB9oR5o2Fd0WJrYG\nAmca0Sjjn0YMkZmQ3pAce/wZs7UAwEIAaYSQf9p1RcLmuRIFISQbwDgAO3j6bgNwGwBkZgZWcsTu\n7ma0tVU5tMXHe5YfZSAcPfqNw3ZUlGOy/ry8mUhKGum2fp2Y1Yg2sRUaF4+vKT1YitIDpZx2VZgK\nXa1dOLLlCI5sOYJtX2zDjc/diOS84FiartcHZz4mT4nT6VDa5LjApN2gh8FshlohPh+KUPoHfzIk\nMh9b6rZy2k+1l2B09CiePQKPmUnTMSxqqEf7LEpfAL3F4H4gg4OYmC1KCcJ4VigGI3v2rOC0SenZ\nchcJWg1bvJYewB6717cA5ok5ASEkHMAXAO6nlLY591NK36SUFlNKixMSfJuXxh3l5Ts4SU2l9mw1\nN5ehtvagQ5tMxv3iLyhw/+dAg8+7AAAgAElEQVTnlOvh8WwZzAThaubZGgiL7l2EEReN4O0rvKAQ\nY+eOBQBUnajC2w++DYvZ4kvzBozF4p/pL18jtCKxpYub7sUVKQKJTf2JYCb5tuDxbKXr0lAc51li\n2PyIPIyMHi6RRaGNs4gymHniuMxARFho3C/MZkdRrtFESVoNw6XYopQeoJS+CyCfUvqu3etLSmmz\nu4MTQpSwCa0PKKVfuhsfaBw//j9OW0KCtJ6tY8dWuh8EIDNzstsxXM8Wf1b5yLDQeFLxNUq1EsOm\nDOPtU+vUWHDngr7tmlM12PzuZl+ZNiis1uAQhYNFaEWiladqxECO40+EViSWd1UgVZvqURFkxvmB\nGM+W3ihDVIjeL9LSxktay1TsGudsQsjnhJCjhJAzvS9XOxCb1W8DOEYp/cegLfUDBw9+zGmTehqx\npma/qHHixJbjtlDMliZE3ML+gK+cUy8pQ1IgV/Tf1Fa9ugot5wJ/is5qFR0hENQIrUj0FCJxgeCB\nEKOKRryam6DRSq2o7KpiyT8ZHJxDTPiKTutNBFHa0PBsOZOe7llWf0/xpBD1a7DFac2ELaXD+272\nmQJgOYBZhJD9Pa+FA7bUDzjfSGNj8xAeLu1UZ1PTaVHjIiNTERmZ5nKMmHI9RnPg3ShCBZlM5hAY\nb+w24uCmgy72CAwoPT88W0L1EUOFgog83vZgLdvDkBY+zxZHgJmBGF1ofj/k5EyX9Phio0DDKKUb\nCSGEUloG4E+EkB8BPC60A6V0KxCAj3yDICdnmuTnaGwUJ7YAIC4uD52d9YL9vAHyTGz5lZLdJbjo\n2ov8bYZLmGcrNBgSmY+fGzhrkoK2bA/DkWeO/APrqjcAAC5ImIirMq/Ab/ZwU7DcP+xuVHZV4fOy\nrwAAI6KH4Z8TnueMEzONaPN2ees3CBxUKp3k93exYktPCJEBOEUIuRtAFYBE6cwKTPLyLpb0+Gaz\ngbP60RVRUZkAtgv2c4LhTcyz5W9O7xEvpv2Fu5its2e3oKHhJKd9yJB5iI7OkMosrxOIsVbeZIiL\nIHlG8EOpFVbYpvRiVNGgoH3bjuMoYlTRfX1Wyj8NKCb1g94UmveLUaOugUol7feBWLF1PwAtgHsB\nPAFgFoDrpTIqEJHLVSgoWOB+4CBoajoLKnAh8BEdnQmZi0BXPi+WmidAnuE7WutaUV9Wj4SswFp5\nK5auriasWLGQt1D1uHHLcc017/nBqoERpQmeTOoDoUAgSP5sZyksVgsLkg8RkjSJuLvwDhxtPS44\n5pqsJdhWvwMHW4TTBYnJIG8IQbFFCMGkSXdIfh5RMVuU0l2U0g5KaSWl9EZK6ZWUUmGXSggyZsy1\n0OmkLbjb1ORyzQGHzMwLEBc3RLCffzUi82z5m7LDZf42wSWuBHxLSzmv0ALgkVeWIT0JmgTEqKI5\n7SarCUar0Q8WMaRgdsostzUvZUSGBWlzXY7hC4Y/Hzxb06Y9hIwMaYPjAZGeLUJIMYBHAWTZ70Mp\nHS2RXQGFQqHBRRc9JPl5xAbH91JQsADJycIJCrleLDaNGAh0tvCLlUCBEGGxZbEI36TPl5QRwUR+\nRB52Ne7xtxkMCZmRJC7WaGrCFPydvCjYLyZAPpTEVl7eTAwdeinGjbvOJ+cTO434AYCHABwCeCaF\nQxilUourrvoPkpL4k1d6E089A3K5wmWtRrHlehi+pbu9298muIQviW4vrspZaDT8NQIZ/mNIRD4T\nWyGMnMiRo8sWNTZcqUNqWIpgv3MKIKEA+VDh//7vc5+eT6zYqqeUui/GF2IsWfIWcnKmQ6uN9cn5\nnDPaDhbusl3+cj0M32LoCuxyIq7EVnh4AsaMuRYHDnzE6cvMvJBnD4Y/EYrbOp8wd3XCcK6GU8NU\nnZQMU0szqMUCVUwsFBHB9bCQrk1DcWyRR7F3E+OK0WXhr5DAuxpR5ehbCSWx5WvEiq3HCSFvAdgI\noO9OEYxZ4T1hxIgrfHo+V1M0A8HZi2WyECicovRYgLzvkTJLsTdwFbMFANdc8z5OnFjNqaE4dOgl\nUpoVcnyx5RTeXXsUZgt3siBKp8Ir982ClQL3vbwZLR39An3WuAz8ZmmxqHMIrUg8n6j65H2cfvFp\nTvvI515F+ftvoe3AXgCAOjkV6b/4JTKW3wKZB7Ux/cV1udd6vM89Q+8U7HMWW0YzgcrpqyCUphF9\njdikpjcCGAtgPoBLe16LpDLqfMXbNemcxRYAyGTMs+VvZHKxl51/kMtdJ9KRyeRITR3n0KZUhrmM\nH2RwGZoZg45uI46XN3FeQ9JjEKlVI0qnwvQx6Thd1YLj5U1IitFiTnEW7/FMVhNMTjnSUrUpCFeE\ndj4xd2TdeAfSlv6St2/0S29Bk5oOADDUVuP0i0+j7O1XfWlewOAstgBAIefOjjAGhlj5PoZSGtTf\npG+sPIiLizKRn8ZdnRMouEomaTYbsXLlPWhuLuX0jR17HYqKlnPa+cSWVsXElr8Jjw3sm59G476w\nsrP3y5OUJQwbI7LjcfPCkfjDf37m9M0Ymw5ljxv69ktHY9fxWpxr7sK/fzMHCh6xbrQaYbQa0Wnm\nLr4YEpGHfc0HvP8LBBGKiAjedlVMLOKmzUTVJ/0FUUrffBkZy24IumnFweIcYkIIRYQmdAPkfY3Y\nR+zthJCgLqW+dlcpSqoCuy6dq+mburqj2LnzTZw6tY7z2rt3Be8+zqsRFTLKCYJkYsv35BXxl1EJ\nFHQ6z/MVu6oRyRBm7oRsyHimlTfurXDYPlbehGUXD+UVWgDQYeoAALSb2jl9QkWpGTZs+br7oWYT\nTK2Bfa+QAmfPlkpBOQLMbGH3i4EiVmxNBbCfEHKCEHKQEHKIEBL4Rd7sOF7ehJYOvb/NcIlcLlwc\nVq3mfzIDAJmMf9rH2bOlUlBOolOGb9GEa5BW6Lqmpb8JDz/vikP4jYSoMBQXJnHaN+4p7xOwx8oa\nUdvUiVlFwtn5SzvLAQBlPT/tYXFbnqGMjYc6kfs/CXWcxZZGSXkFGGNgiJ1GnC+pFRJjtlihN1rQ\n3BHoq8CEY2Xi4vIwf/4zWLPmt5w+oUB+5wtDqaC8AozhO3LG5gR8zNZAPFt8GBsb0LJvF+Dk9Yoa\nXYSusjOwdHdDk5oGbXYuZErhB41gRew6iAWTsrHzeK1DW11LF/adqkNRQRI27avAiKw4JMUIlxMp\n6SnBU9LOzdXHViS6xlB/ru+9PEyLwkefhEyl9qNF/kEht81+mK22D65aAc5qRL64LoY43IqtnpqI\n31FKR/rAHkno0tsCz42mwE66qFC4vsCnT38YR458iYqK/uKycrkKRUX8lZMUckAuo7D0XDwqhe1l\nDxNbvqVgYoG/TXCLtzxbZ994ySEWppeRz72K8nffRNuh/QAAVUIShj72V8TPmO2V8wYb8ydm4y/v\nbXfWpFi3pwxFBUn4fn8lZhZlujzG/mbbRMPpjrNoNbYhStUfb5SuTUOYPAzdlsDO7+YPTr/8d9Rv\nWguZRoOk+YuRef1t0OUGiDj1w4ydRknRYegRW8yz5VXcii1KqZUQcoAQkkkp5fqog4Augy3wPNDD\nSiIihBPO9eI8nUgIgVIpXKpBpaDoNpK+93zeLiFa61txbOsxUCt3jCZcg7Fzx2L7l9yqTWlD05A5\nwvXN4XzAbDTDbOpf9BCTHIOLrr3IjxaJw1tiK/vWe9B2+ADaj3AjDpIXL+kTW8b6czj4wG0o/uAb\nRA4PvnU4ejP/KmKDWdzDXVKMDkVDErHnZJ1D+/rd5bjninHYX1KHx5ZPEtz/eOsJbGuwPYCZrCZ8\ncPZj3FV4W1+/jMiQF5GDwy1HRdlzPiHXhIHIZLDq9aj59nOY21qRe9/D0GUHdlylVKiVFL0TQGoF\nV2w5x3AxxCN2GjEFwBFCyE4AfctdKKWLJbHKy/SJLT/b4Y64OM8vcHeByTaxZXuvlPNNIwrvu/Gd\njdi0YhNvX3xGPEbPGo0P/vABp2/OLXPOG7Fl5cmR1EvFsQpYzf39V/3+Kqh1gT89oVLpoFRqYTLx\nJz8UizohEbEXXsQrttKvWY5zq75F675dtgarFeXvvomRz7w8qHP6g9KmJt72sqZGZMWKS4g8f2IO\nR2ydrWlFdUMHhmfHYXRuvOC+a2s2cLbtxRZgi9tiYotL9q13o+3IATRsXg9YrajftBbtJ4/hgq83\ncKa2V1etw+GWIwCAvIhcFMcV4ZNSbhbyOSkXo9nYgt09mfvTtKlYlrNU0Aa+RQ2u2qXEfgEVX8wW\nm0YcOGLF1p8ltUJiug3ezV8lFbGx3n+ashdTfJ4tV27hy399OXRROqx8aSVvv1wpxyNfPYLtX2/H\n1o+3whQkf2dv0VLXgj2r+UuhtNS14IunvujbHjN7DMbMHuMr0wZNeHgib5oRj3HxMBBeMLRfbAGo\n37Aa5q5OKLTCsUmByLpj/CJmzdEjuChfuFC8PQsmZeNvH+zgTiXuLsOfb5jsMhGu1SnthvM2wOK2\nXKFJSnXY1leWQ19bA22GYz6zA80HsbZmA2REhrsj70CDoRGrqtdyjlcYWYA4dSw2n9uCbks3RkQN\ncym2hETwkZZjA/htePBgOtJeTKmVFGqlLQUEpb1xXExsDRRRYotS+gMhJAnAhJ6mnZTSOlf7BBLd\nhsCO1eolNjYXhBCvLqO3vzhUCq4bWCUXPpdMLkN+sesv6bTCNCz57RKMnTMWr972asCXovEma19f\ni/LD/DPr5YfKUXqwFIQQXHzjxbj0vkt9bN3g0Om8JLZcwF1yb4apuSmoxNa2s2ew5ugR3r4V27fh\ntinTkB0X5/Y4qXHhGJ2bgAOn6x3a1+0uw68uH+ty3ykJk/H9uR9hobbvuVnJ0zljCiMLoFPY/V0D\nvIqBT+H5W1CLcM7Dy9IX4YqMxdjbtF9wzJTEybg5/3q8cuJ1l6fe33QQX5Z/w9u3rWEHVlWtxcK0\neS6P0Yvewr/aXqidD3ux1fsgrlbQvvxarqYRd63chR8/+ZF3Cik6KRo3/P0GvPhLbiHsiYsnYurS\nqaJtDFZEiS1CyDUA/g7ge9h08suEkIcopb6t5DhAgsWzpVRqEBGR6nFBalfYe65Ucsopv+AqZssT\n8orycMk9l+DLZ0K6gpMDExZPgMVs4Yjj5NxkxKbFYv6d8zF29likD0v3k4UDx2/pH4Lswfl0fb1g\nn5VSnG1sECW2AGDBxGyO2DpT3QpKqUvP1sT4Ynwz41OXx84Jz8b/Zn7hcsz5iiKSm7y0/J03IA/T\nouB3f+L0LcsW9lLZc1n6Irx7+r8ux+xrPgArhEMR9jTuFSW29jbtxz+P82e+/+DsJ4hRRWNOysVu\nj+Ps2ept61lj5nIaMXNUJmK3xGL3d7s5ffEZ8SAygrFzx+LUzlM4tPlQX1/e+PMjPk7sNOKjACb0\nerMIIQkANgAICrHV2undmoNSEheXJ53YUlAQYhNdRkv/CkVvYLVaMXXpVKz616qAT23gLXLH5iJ3\nbK5gf/rQ4BNZvfhDbMnDI6BOSvb5eQeD2eo6c77JIt6rvmBSDp7+aJdD24UjUgK+lmag07TtR5xb\nxfUela94A9qcfCTMnIuyt18FNfd7s2q++QzDnnjeYfywqKGQERniNeLEs0KmwJWZl8FkFX7Yt1LX\nnw+LCyFmT4uxBRZqRawqhtNHQFCnF34osMfec6WxE1t8/c4kZSdh2i+m8YotwLaYa9b1szDr+lnY\nv34/Pv7Tx+ho7uCM27d2Hza+s9FhcREAZI3KwuQrJ+PLZ79EZHwkskdlY9i0YUgrCOy8hb2IvdXK\nnKYNGyE+Iarfae0Mnqmt2Ng8nD27xWvHcxZbvT/7xdbgXQm1p2vxzFXP4M/r/4z7VtyH6OTALYnk\nTZoMzegy24LINXINIpThqNc3cMZFq6JhoWa092T5VstVSNAk+NRWTxGzMnawOHsE46bOgEzpui5j\noBGj1brsj/VgSjQjMQIjs+NwuLSxr22Wm5QP3sZk4XpqCSFQyuUwWyyw8oQ4KOXygBaERKVC4pyF\nvL+XTKWCNr8AY159F5UfrYC+uhKa1AykXf1/iJviOB17WYbn5YBvyOOWUbNneNQwN/1DRZ1nVvIM\nzEqeIdYsQRyEVe80okPboE8BABg7Zywi4iLwwnUvcPrGzRuHpuomfPX3rxzatZFaZI/OxrK/LMPf\nLvsb9q/bj2/+8Q0mXjYRVzx0BcJjArsMmtg/3RpCyFoAH/VsLwWwShqTvE9LgCcztSc5ebRXj2d/\noSh7/tsqBQV6/iSuYrbEsuObHTAZTOhs6UTGcOEs16HGm6fe7lsJdkH8RFyddSV+ved3nHEPDL0H\nFV2V+Lzc9uUxImoYXpnI/ZIJJBITR0h+jrZD+/req+ITMOShP0h+TjF4ohvmDRuOqXn5aNdz42LS\no6MxPtMzsTR/Uk6f2CIEmDnWd9fTM+vX4oVNG3n7Xr56Ke77/FNesXXZ6DF449r/k9q8ARMzfhJi\nxgunzgCA2ElTEDtpio8s6mdywiS8fcFrMFFujBgBkB/h+RSb2WqGQqaAyWqC0kWibD74vFh83q7B\n0N7Ujm+e/wZX//5qLH5gMbLHZHPGuJodSc5NhkKlgLHbCEopdny9A+0N7bjrzbsGbZuUuBRbhBA1\npdRAKX2IEHIlbGV7CIA3KaVfudo3kAgmz9bQoYvw3XcPeO149jFaKp4nlcF6to5uPSqYHuJ8QS1T\nY0nm5S7HzE+dg42136PZ2OwjqwZHauo4SY9/6rkn0X70EIhCicS5C5H/4KNQxwdfmSCNUonPb7nN\n/UCR3Dh/BBZOygEAyGUEiTGuPWcAsPu73Vj75lpOvFv26GxMuHQCVr26CiMvGokZy2dA4SJu4FcX\nTcehqipsOHHcof2h2XNw5dhxkMtkuOuTjxz6hiUn48lLLxP52/mHc2tW4tyqb3g9W3kPPgJ1fCKO\n//l3sNgJZnlYGAp//wSU0dxpOW+TG5Ez6GNYqRXrazbh49LPUN5VgfUX/w+XbLoSqdoUXJ11Jean\nzoGcCNfe7UXjZhpR5QWxtfGdjdj+1XZcfOPFmHvr3EEfD7Ddh/av34+xc1wvJvEn7jxb2wAUEULe\np5QuBxCU0c/B5NmKj89HYuJw1NX1Lwe2WoVXxrjDOUCe0zYIt7DFZMGrt/EHZdpTc6oGJ3ee5F1l\nqY3UonhRMbZ8yJ06zRyZ6TImKlCYlzoHxXFFLlcn5UXk4trsq/HqyTd9aNnAiY8vgEqlg9HYl1YP\nlCelwEBp3W+L6yAyAn1tDbrOlkCdEHxiazA0dHTgZN053jUBkRoNRiWngVKKg9VV6DD0f4flxsUj\nJSqqb7vscBlqTtVwjhERFwF9hx4lu0pQsqsEu7/bjZv+cRMSs/n/zuFqDYYlp3DEVnFmFuQyGSZk\nZXP2yY2LR0K4n6dv3Hgio8YUofqLj9C882eH9swbbocmMQWysDAkzF6A448/DEt3F7TZuUi9ahnk\n4cL1aAOJ8s4K/PngX3GmoxQAcG/hXbb0FIV34IXjL+O5oy/i07Iv8IdRjyA/wvX3qVogQL6vbRAP\n55RSfP3c19j4Dr/3dLBUHqsMarGlIoRcD+DCHs+WA5RSQfFFCPkPgEUA6vxd6qc1iMQWAAwbtthB\nbLW31wCwfYicb3jOy+edcZxG7BVb/f2D8WwROUH2mGyUHih1Oc5sMqP0QCl2/W8Xpy8+Ix4TLp0A\nk8GE6hPV2LtmLyw9mbfn3DInKMTW4vSFosYtSJ2Hf596R2JrvINMJkNKyhiUlfXfoLwptoY9+Tz2\nXHcFzO1taN27E/vvWI7CPz6F1Muv8do53CEU3O4u6N1bbDxxHL/9+kvozdyHqXHpGfj2jrugN5nw\nyDdfY2+FLcWIRqHA7VMvwiPz+svVLrpnESqPVeLUzlOc4+RPyMfQKUNx/KfjqDxeiRUPr8BDnzzk\nUYyVq0w0vlw8SgZYv0aTkobIkWM4YituynTIe2LuEi6ej5Ln/4qYiRdixDMvQx4WNmh7fUG3RY8/\nHniirwB5uCIcV2Taco0vzrgEK868j2ZjC8o7K/D4gSfwxqSXEa4UFsd8worP2zUQrBYrfvjghwHv\n747IBO6q0kDCXZD7HQAuABAN4FKnl7towRUIkALWwbQaEQBGjHDUtefOHe5739Bw0mksfxHqXvi8\nWPZtykHEbMlkMtz/7v1IK3S9GiRjeIbLPCqEEMy5eQ6uf/Z6/HH1H4Mm+SchBDqFDrnh4qYBwpU6\n5IRnwy9FzwZAamqRw3Z3d3+m9MHmgtNl5yG6+IL+41ksOPvai6A+EjoAUNvextte1+abzN1Lxxfj\n9/MW8PbdO2MmlHI5IjQarLrrblyYm4v48HBsvPcBB6EFAGqtWvCa0UZqHXK8lR8ux7Yvt3nvl/Ah\nTQb+TP3NhpYBHc/+I3zqmT9Bk5KKkc+/6hehdbjlKD4q/QxtpnZsqNmMbfU7+pLTlnWU41RbCe9+\nLx9/tU9oAbbSTPbYC9Tq7ho8f+yfLu0QSv3g3DYQ5Ao5ntj4BJJykgZ8DCEyRmRgytW+j7nzBJee\nLUrpVgBbCSG7KaVve3JgSukWQkj2IGzzGi0Sx2zV1h5Gefk28D3nFRVdj0OHPgOlVigUaiQmjkBS\n0giXT5YZGROQnT0VpaVbAQCVlbYpl9bWKrS2VvaNUyq1mDPnCZe2uZ9GHNxNU6FSYM6tc7DiNytA\nZIMTEfpOPU5uP4nr/nYdQIDUIanud/Ij12QtwcXJMz3yEjww7G6XS8EDCee4LfvPnv30IgDodMLl\nZITQJDmueDTUVsNwrgaaFN8s5a5p5b9JV7e1ooi3p5/6li4YzVxhSIgtQem55k6YLY7XllatQEyE\nYx3TGy6YjP9s+xmlTY0O7c9uWIe5w4ZDLpPhXFsbDlZV4W+LL0deAv8qVr76pb2kFaRBppD1lY5a\n+eJKjJs7DmERweG96eVo63He9mMC7WKp+HAFqj79L6LGjueU6HFFbfc53vZz+jq3udF6Od56Am+W\nvIN9PSEIFyVOwaqqNdjXfAAZ2nQsybwcKytXIVWbjL+M+aPDvt0WPTbUbhZtLwD8WPcTOkwdgt4t\n+3I9fAHyg80gHxEXgSWPLMGrt70KpVo4eN9iEk6JUXu6FmajzRssk8sweclkLLp3EeQK9zFp/kRs\nBvm3CSEXAsi234dS+t5gDSCE3AbgNgDI9HDljljaJBZbMpkCJSUbcOgQN7HgiBFLYLWa8d13D6K7\n2xYcHR6ehClT7sOMGY8IHnPmzMfwzju2J9jDhz9Dbe1j2LjRsWrSnDl/cVtPkW/K0FsxW72MuXgM\n5t8xHwkZCSjZbXsCc5d53hmrxYovnv4C277Yhuwx2bj1pVsHb5jE5IRn93iqxDM0qlAaYyQgLa3Y\nYds+/1tz81mHvsLCS7xyTotBfLbrwUApxef79vL2fbZ3DxaNFC6I/e3Pp3H/K9/z9sllBKf+exMu\ne/Rb1LU41pZcNDkX/7xnpkObSqHAo/MX4NYPHZNfHqutxbs7tuOmyRfiL6u/w8iUVFxTNF7Eb8ZF\noVJAoVTAaLZ5+Nsb23Fo8yFMXDxR9DEOVlWivNl/izsONR/G1xX8ZcN2NO7Cmup1mJ/qebB140/f\no+Q52wNr6/49aN2/B1Fj3f+d11Svx0vH/8W72u/z8q8gIwQ359/g8hhnO0rx6z2PoMti+5wUxxYh\nRhWNhWnzcbajFBVdlXjx+CsAgGhVFGf/PY37PH5ws1ALdjbu4a0yADhPI3Lb7MXYQBk+dTgeX/M4\n4jPi8emTn0KtVeOyB/sXWexbuw8HNh7grGxPyEpA6cFSfPOPb1B8STFyx+WicHIhEjIDO41OL2Iz\nyL8PIA/AfgC9kpMCGLTYopS+CeBNACguLvZ6CIDZYkV9S7e3D+tAYuJQFBTM5xVbADB+/A2oqTmI\nn36yLffv6DiHtWt/D0JkmD79t7z7FBTMw7hxy7Fv3/uglKK7uxkdHf2pzkaNuhpTptzv1jY1jxfL\nvs0bGeSVaiUW3bsIlFK8//v3kTok1SOxZbVY8ZeFf0FDBTdHFcN/JCePQmRkWp/I6vVsmUzd6Ohw\nfKofPdp3sVbeYHvpWRyqrubtW3f8GMqamgSLSBuM3i3/demo0ZiYlY2dZaUO7X9fvw4LR4zAphMn\n8OVtt3v1nKf3nvZIbP3um69RUu+/Cm17mva5zLS+q3HvgMTWkd/dB2qXeLZsxRsY/aL7RSzzU+dg\nfuocj8/XS7upHY/t/3Of0MrSZeLJsY9DLVdjdspMjIwejof3PoqKrkrBYxxqOSzY54pDLYcFxRZv\ngLzKe56tXhIybQ/mWz7cgpEzHEO6RxRnIJcnZ5g2Ow+Gulpcf98UyDUaaLPzgia2DhCfZ6sYwHDq\nzaJ9PqKmsRMWFy52XyGTccPjTp5cKyi2AODyy19Ha2sFzpz5vq+NEIKioutxxRX/hkzm3m3qEJ/V\nF7PF3z9Ytn2xDY2VjUjJ9ywhpkwuw5JHluDTJz5Fc43w03P95nU4++o/YO50nMIqfPQJNGxej8af\nvodco4U2Nx9RY8cjdcm1QVFn7/jxVdix4zVYrdyb+LJln+Dbb++BXt8KuVyF+PgCZGVdiPz82ZDL\npU0ASgjB0KGLsHPnGwDQFyxvmzLvJy4uH3l57kuB2B3Y9oPH7a+vqkD74YNIXuQ6FnGwlDXxx/8A\nNq9XRbOw2Lp6RgE69Sb85b3tgsf44NEF+Punu7FuV5koe/60cBEuef1fDrFwzd1d+Of3m7HyzruQ\n7+WVmmf3n3U/yI5Vd92NiuZmTHj2Ka/aIRZ3HpyBTs2r4xNhbmvt2274YQO6ys5Cm8WNw9y7Zi82\nvrMRVp64wpjkGNzy4i14ftnznP4LrrgA05c5ipu1NRtR3d2/gnRx+iVQy9V928lhSXhs1G9x1877\n+2peOtNh4mZfF0OXWdj54C5AfjAxW71YrVZsfncz/vfy/3j7uyvLcOrvT6DtkOPq7pHPvQpjUyNO\nv/AULN1dgEyGiMLhGHlbju4AACAASURBVPLwHxFdJP7BwV+IzQJ/GEBw1dHoobLeN8Gu7rBYuF8G\nI0de5XIflUqLW27ZhKuvfg9RURkYP/4G3HXXTlx11TuQy8XpZKEM8r1460mlZHcJvnx24JlBRs0Y\nhVtevAVphWnQRenQ0dKB7nbHL4WEmXMRN20W9FUVDi9LVxcKH/srwguHo/PMKdRvWI2S557EvpuW\nwmoM/JWoQ4cuRGHhQpw8uZrzMpuNuPLKt2AydeHQoU+xefOTWLFiIZ57Lh8NDdzVZ95m2LDFfe9r\navajsnI3tmx5zmHMxIm3C8anWI3cxSnWnjQGYRnZnL5DD9yOc6v5C/N6ky4eu+zpNLj+3MydkOWy\nPy8tGq8/MBu3LRKejrSnKDMTl43iJjR+b8d2xOm8n1qhpqSGc30FMilhrh/gUsMGdntKucKpzqHV\nivL3/s07tmh+EebfOR8VRyo4r+qT1ZDJZXjwvw/iur9eh8zhmag5VYOKIxVoqeXGBv54bqvDNt/1\nUxA5BHNSZgna7hwMLxalTPje4S7PlqvViGf2ncHKf/JP9QI2kfXpk5/imSXP4Ku/fwWTnl8gR40Z\njxiBBLPpS5cjefGS3gOi/dhh7L9jOYzNwg9PgYJYz1Y8gKOEkJ3oyz0OUEoXC+1ACPkIwAwA8YSQ\nSgCPexpk7w0q6gem/r1ZfmLr1hewe/d/+rYTEoZiypT7MWmS+6kBmyfLVvIhNtbz5HeDCZC3mC04\nueOkYD9gy22y/avt2Prp1r6gxYGSNSoLj3z1CNob2/HU5U8hfVg67nztTsdBLv4vmiTHgPr240dg\nammBOtH7q1+8jUKhEeyTyxVITh6FU6fW9bW1tJTj22/vxk03rZXUrvz82YiMTEVbm23KzWTqgtHY\nf02p1ZEYP/5G3n0btmxCzTefcdrPvvYCwguGInr8RNv/086bYzUYkHq1YzbyA6fr8c1Pp2Eyc5/w\nE6K1uP3S0QCleHv1EdQ2dYJSCo1KgWmj0nDRGP76lEo39TuVbh5mxKYh+M3SYmw9VIWjZe5vBjdO\nvhBfHzzg0Ga2WqE3eX9BBbVSnD1wFsOnDvf6saVgQepcdJo7BTOtL04fWMxgyuIlOPPysw4PBbUr\nv0DuXQ9CFcdd9KGNcJ1kVq6UI60gDdf84RpM+8U0PL/sec69pNXYisMtRx3atpzbisvSF3EE1LyU\n2VhTvZ73XLFqfs+rOyKVwikS3GWQd/VwbugyIC4tDrEpXLsi4iIACug79EgrTHNYwZ4+zLMass7p\njuTa8KAo8yVWbP3J0wNTSq/1dB8pqKzzv2crPr4Q1177cd9qxMhI6evO9cKfZ8s+9YPwvt88/w02\nvSucHd5isuDpJU+LskPMDLTJaMK2L7Zh/Vvr0VrX6nHpH31NfwC3KiEJOXfeHxRCa6A4l3YydBrQ\n2drJWRSrUCugCdegu70bSpUSap1a9ModhUKFadN+g+++e5C3f86cJ6DT8Rfm7Th1DJbODhC547n0\ntTXQV1chfvrFyPzlrSh/tz9GJm3pciTMcIyFGZOXAL3RjOufWsNZAfjra8ZD3fMhvv3SUbjkka8x\noTAJv7lmPNQuVn9EaITFra1f7bJfLAq5DL+cNwK/e/NHt2OVIsICvImrKftAQy6TY2m265kATyEE\nUEbHIGH2AodC1VaDAZUfv4fcX/F/5t2x89udeP+R9/H42sfxxOYnoNE6ftZqu89x4s/2Nx/Ec0df\nxEPDH3AQZ8OjhkEGGa+4nxA3Hu+d+cBj+y6IF55y4xVbCnHTiGkFadBGaTnfP5pwDSLiIlB1ogqL\nH1iM6KSB185t3b8HTTu2AjIZwtIyEDdlBjJ+eQsUQZCAVuxqROkykUlMRQBMIw4dKi7pZUXFLmzb\n9grq67lLmW++eT127HgdJ0+uBgBERKQiKWk48vPnICND+OJxjM+y/RRbrmf2zbORMTyDVyhpdBrI\nFDL88ulfcvqcL6a9q/fi6+e/FjyP1WLFC8tfwLmz59DV2iU4zhXH//IIGn7YAKJQInL0OKRefjUS\nZs0b0LECjV273sbevf1rUWJj81BcfBNnNWtnSyfWvLkGP3/mmLyxYFIBbnrhJhz76Rg+/MOHkCvl\nyB2bi4JJBSheVIy4NH6x1MvEibdjy5Zn0d5e69CellaMyZN/Jbhf9s2/QvbNwv0AkP/g75G0YDHa\nTxxFROFwRAzjz388aVgKnrp1Kn79mmOlgRc+24thWbGYNS4Tz32yBwlRYfjTDZMh54mRtGfGkAKE\nKZXo5vEapURGYVy692oSLrogB3/8z09eO563EDuN6MrJHwwZ41oP7kPjVm6KhKrPPoA6ORUWpxhQ\nAKj8aAUiR4xG/IzZos9jtVrxwWMfYOe3O0EphUlvQnw61ztmsPJPYa+uXoezHaW4fcgtGBtre5BS\nyVWYED8eQyMLOOOHRw1FlDIKraZWTp8QSZpEjIoWrns6mJgtQ5cB37/3PSd5dcGkAtz43I049tMx\nrHxxJVRhKmQMz8CFV12IovlFLktIOdNVdgaGnoUaFn039LVV6Cw5ibA0z65XfxROd1cbcSuldCoh\npB2OepUAoJTSwE7ZCqDSzTSiUFZsT9cCWCz8F5DVg8DNjIwJOHduBvbt4y7ytFhMmD79YbS1VeHn\nn/sT061b9xhmzfoj5sz5M2cfgH81Il+9RD4U3c3IIJWwmhx/N0V4OGInTgOsVuREtsLU3Nw3FSTX\n6ZBQ5JifafTFo5FblOvwNzWbrWjtNEAml6OhTY/LHr8WWo0SYXZl5ZUa8a7hoX98CqbmJtRvWovW\nvTvRuncnzrzyPCZ9tT4onnpcERubi2uv/QRyuRLx8QUID+cPlo5Ni0VKHr/XNDw6HBdcfgE+feJT\nGLuNOLH9BE5sP4H1b6/Hna/fibwi4RQiKpUWN9ywGm+91R8/kp09Fddd95XLRRrmrk6Y+ALRCaBJ\nTgWRy9FdXQlFRBRiiicDALqrKxGWyj+tcMW0ISiva8dLX/QXsLZSivtf+R4f/+ESHDhdj1funeVW\naAFAdJgWP//6YRh4srfrVCoo5N7xMtW3dCE+Kgyj8xKgUbk+ZrtA2ot2gx4p4C79Hyz6Tsfz1Xd0\nYH9lBWfcDyWnMDE7BxtPcB8CT9Sdc7lyczBYrBZ0W/Tg5i8kCFf2L3wxWoww2gkYtVztkJLBajQg\ndsoMxF7otAKPEFCzGRHDR0Kbw/38W7o9e/AjhCC1INXmRW4TFrIqF8Whj7edxAN7Hsbk+Em4fcjN\nyArPxNPj+HMpyogM1+X8Av86+YZDu9FixJOHn4bBYkSXxdGOG/KWuxQafEWn+XJv8ZGQlYDMkZm8\nlUIi4iIw99a5WPP6Ghi6DCjZXYKS3SXY/tV23Pn6nS5zbtmTctnVaDu0H1WffQBjfR0avt+Ahh82\n4sK1P3Py9gUa7pKaTu35GZB3K3d6yGyx4ni561iJrq5GwXah6RFnDh36DD///BJiYrI5fe+/fzmW\nLfsU0dHeyiHGvVCowGoVwElseRizpc3IQs1Xn6Dsbcf6h+P+/SEUEZHQn6tBV+kZnPvuK+TccT+i\nxo6HKo6b80ShUjh4u1o6DDh+ph73vfK9Q93KlDgdPnpsITKTBqbh1c5JMutqYWyoh0wTBpnCCwnF\nXFDWUY6PSvlTf/yvajVyIrJdPlG6Ii9vpvtBA0TfoUfFkQqXYgsAUlPH4p579kKlCsfChc8hJWUM\nFArXU22G2hqceu4JNP3k6BjPuulOZF5/G+S6cLQd2IsTT/0RMoUCcdNnI3LEaCRfeiXkav5pvvuW\nFKGyvgNfbOlfHNDRbcKDr/2A1U9f4dETq319QSno1Jtw8a8/x4ePLcTTt06FRi38Gdx6ugTL3+Uv\n5TTvlX9i7d33osDLU+LOiSM/3LUTu8vLEOYU//LOtp8xOi0Nf12zmtNX1dKCf2zagJeu8n7qj6Ot\nx/B1xUpsPrcF1ElwXZK2APcOvRMqmQqrq9fh07IvUN1dg/yIPFyX8wtMT5rWNzam+ALE2FUrAACD\noQMtLeVQRCcjeunlUCp10OniQQiB1WpFS0uZxzGyhBBcfMPFyB6VjY/+9BHCIsPQ1dYFmVwGja7/\n8xyvjgcB4fxO9mxr2IF9zQfw+Kjf44IE4ZmLq7KuwKGWI9hSZwu4N1qNsMKKSfET8cHZj6G39Avq\n2ckz3aarCFP1Ox+cM8gTQuHiIzwgTu44iR8//hGzrhdeCNBHz7Utc/5uoBTtRw+hu6KM838OJKS9\nA0mI3miGwUWWWQA4dKYBnQIrHnrp7OTPHdPZWYeEBK7rlo+U6JmYOiQbxm6udyssPAxRURnYt3Yf\n9J16WC39H+b0oenIGuV6VZM9P/zwLKqr9yIrawoiI9OQmDgcQ4bMRVbWZMF93K1GdBWzBYBX0VIK\nHH7oV6hbv6qv/9y67xAlYvltRV07fvXiRvxmaTHe+e08LP/banR02/5HNY2dWPbXVfj4D5cgPYGr\n7/W11egsOcFpbz2wFzGTpiByzDjgoxUOffvvXI6E2Qsx5NePurVtMJR1lqPV2Iq8/2fvvcOjLNO3\n/8+UTK/pvSekkAAJEDoIglIULFjW7lrW3l13ddeyrltcddddde0dxY4i0pFeA6Gmh/QyM0kmk+n1\n90cgYZhJwNX9fl9/73seB4fmfp65M5l5nue+7us6r/NUhXo5BghQ3VczbLBlNjfT3Lwj7LGqqm8o\nKlqKRHJ2EhanXl+no6e9Z1BFXKaUkVWaRcn8EsoWl53V3Cc3E2erFq/MzEY9qiAk2NJPmk6ETo+t\nvpbOVStQpKQx9vVlZy3T8cxN02jvtrLz6FDr/G0XjvlfKQ2MhKON3VgdHoxmB+eMG7nMMS0rm6OP\nPR52ARYKBKiGCT5/DE53fLjnnNncc87wi96S4rMz+a3rb2B/z4FwCSmmxkwmSTHQyLLVsJ0O+1Bp\nOluTRUnk0O8o0o+mSD+aSR1l/LPqZfq9Q1WKb9u+o66/jieLf8filEXkqLO4Y+99/LXkj+gl4TlB\nfr+Pffve5PDhzzh+fDORkRlcf/0qqqpW0dCwiZqa1Wi1ybjdVmw2E08//Z91MmeVZvHYN4/R29nL\n04ueJqUwJajRJ1oWRaEuP4QkfzqcPiePHXyShwvuY17i8OXMXxfeT6wshhUtK3H6nPz56HP8rugR\n1ndspMMx9PmqI9R81vQlEqGEC1PCNxSMVEb8qTrXT8fpskjd2zZhWLsq5Lzm915HkZZBwpKlGDeu\nxtk+xNGteeb35D7yxH/l/f1U+NkGW6a+M/MNdlV2nPGc03koQ+Nnfu1JRKdE02fs44WrXwh7rGR+\nCePOG4fVbKV8VTk+j4+KdRUE/IEfFGzNnPkwM2c+fNbnw5m9EUfKbAUCAfxhOC0Bj4ucB3+Ho6WJ\n/soBYT3D6m/o3b2D3F8/Tuy8hSGkaICKOgO/eX0bz9w0jX67mx6Lk1svKOafX1bgPhE4t5ts/OLp\nVXz02AKSTgu4PL09RE2dReTU4HKAAAE+m5X4+YuRJ6Vg2rwBn92GSKkiaspMdCUTzvAp/XjMiJvG\njLjh/R9HgsvVT1raVFJTp4Q5KgirvxUOtXtrcTlcLLgjmCOo1Cup3l2NtcfK4gcWo9AqiM+MR3ii\nI89sMKOL/c9Jq/8Jqp76DR1ffTIoKNn+6YekXndL2HNNplqam3fi9w+V/O46N8BNM2D06KXU160l\nQriNAwd2oVBEodOlEB2d+1/XITsTNu5vPvNJJ7BsQxVfbKmlL4zbhVwiZk5pKvdcciYToR8G4Wkd\nmX85+jxr2tcxI3YqC5PnIxaIeaD8kZDX3Zt/J6PUOXzbtppv21dToM3jnxOeHzyerc4kVhbD+w3L\nWNG6MkgD643ad7go9UKuyfgFU2Mms7ZjA385+hwvlP51kKd0Oj5u/JQnxjzGv2veoLZ/yCOw2lLL\nLbvv5HdFjxB1ojNPJgyfbTWbm1m+/KpBCzSASy99h8jITKZMuZMpU+7EbG7h66/voLLyG0Si8LY9\nbueZfXZ72nrY8tEWtn+6HUe/I+wm4Nz42WcMtmBA8f25yhcp1hcRLw+f2VSIFdwx6lYuSV3C581f\n0WA9js/vw+13c2nqRewy7aHV3saXLV+jEqu4N294HuVI3Yg/hcbWqVQSoUjIlEunMPPq4Oe5vmwq\npe99HrrRFwiI0OoQCIVMXrkFa00lPocDkUKBKjcfQRj6gMcTvhQ8MP7Tl75Hwv+vg63NFcOr7wK4\n3Xaqq0MjaIBDhz6hqGjp2b+hEa7DQCDAhrc2sOPzHRgaDTz69aNh06atrfs4duzLsHNs3/4CU6fe\nd9alzZM4lXt4shvxbAnyR6s2YyyIRPDMQ+gkWqKkkdT3H+eQpRIsdrhuAQL/fJIVSbj9HgxOA8f8\nLbQcWMn48UP2C01dFsqruyiv6eKccSk43d7BlvxRqXocLi/G077PT76v4fyyDPJTh24Idf7oIAJ1\nIBCgqqWXJ9/Zie/YAWCAy5OZOImnbp08YjfaT4lAIMD+ngMc66ui3nqcPncfjxX9ms+bV9Dp6CJa\nGkW6Ko36/gb0Uj1XZ1wR9Pq4uAG/zJMwmu0cOd7Nw69uodviBAbkE9Li1Lz50DwyE8MHRpljM3Ha\nnLx6+6shx6JTonlizRNYzVa6W7upWFtBhDSCmj01TFg04X/cxFUYIQlS7q57/hkQCkm95qaQc6Oj\nc2hq2s7nn/8y5NjEkiWUjb+Ezz+/kfLydwbHJRIlc+Y8wYwZD/5X3v+Z0Gd1sWzD2Xv2/WJOHmar\ni78t3xdy7JIZOT95oAWEkLcvSrmAqTGTmRY7kCnf31MRvtQVgFHaXEZpc5kVPwNhGGqDJkLN/p4K\nnh7zON+1r+X7roHGBk/AwydNn7O2fT03ZF3L2MhihAgZpckZ9n12OQ14/B7+NeF5/lH1Eqvah+RO\nLB4Lv97/GNdmXsXlaZeEZfP7/T7efXcRnZ2Hg8YlkmD9Mp0uhauu+pyXX55EV1eoOvuBNQdY9dKq\nsPYwkYmR+H1+/rr0r7jsAwGzSq9CpVehjQktV89LPJeVbd9R118/7N99Em6/m9dr3+J3xcPbu8GA\nEOodo4bkhF6a+HcAbs+9hSpLDW6/myxVxrC+iDCyEfWZSoj15fUc3nQ4hH8ljhDT1djFqpdWEZkQ\nSXx2PKkFqUy8cCL6BH3IPP3HDlP3979grakMGo85Zy5Z9z5ChFZP05sv0/bZMvxOx4CIdXEJmXc+\niOi0LmObLbwrid3ejVb7wyQnfix+tsHW3qrwJqAncajByJ6q8Fmrk6is/HrQrzDcMaezD5nsx/M6\nBAIB5/7yXMqWlFGzpwazwcym9zcRlx7HnBuGlLd9uli0M2+ibMaNp00A+ZElg4HW3u7yoPR7ljqD\nQl14vZxwgdXZZrb2S9vYE13LLTm/pFCXz8HewzxVfoKc38jg1XNf9l1ckLwYha2Jl6tfI1bm5lRX\nvQixEEmEiO1H2mk29PPvrw8hEQu586Kx/OrCMfzi3Dz+/OEeVu4aUrXOTdZxwZTheUQWu5uHXtnM\nhVOzuHJOHg/9e/Og8W95TRdNnRZee3AuGsXZG8v+JzjYe5jnK1+k2TZALJ4ZO43Hi3+LTqLj5uwb\naLW3saxxOc8d+wd+/JRGjgsJtk7F1kOtvPhFBU9cP4nPn7yAG/66luMdA91GTV39XPL4N7x07xym\nFIaadIsiRCPqAAUCAY5sOsKer/dQs7uGx755LCQLBgOebdsNO6nrrw/pipkaO5k58ecgFAjZYdzF\nDuNu+j39REkjmRk3nTH6YBHPUwOqQfh95Dz8e+zNx+nZMdRdWPe3pxEIhaRcdWPIS0ZqWGlt3YfZ\nPJRFUipjSEwcR1JScIDSZ3Wx9XAb3jClVqFQwIVTsliztxGHK5g0nxyjZvyoH8aX+sUfVw2Wx/9P\nRca4YE5SriaH3BGCnnA4tex3OrqcBgIEeLz4t1xiXsJL1a9SZRmgAZg9fbxQ9U8yVOncnHNDWI/B\n0yERSXio8D4KdQX8o+qlQVK8Hz/vNLzPlJhJYcnn+/a9FRJoDQeRKILLLnuPtrbykGPjzhvHuPPG\nEQgEaLI10+HoxOFzIhfJmBxTxk7jbia+PAmZSEa8LI4MVfqwpW25SMYzY5/k9j33YHKF5w2fii2G\n7bh8riCV+VPhD/ipsdTS6zZj89qZElNGZV81Hr8HvURHsiKRFnsbrfa2Ef1ZpWHI8OHETcOhO62X\n+CeSiCeJVEUKmeqMwSB7M9tQ3qlhFAWURo7D6XOyrm8jNEG0NIrZp9jzaMeUohtbSt/+PUHzx19w\nKdLoWPweD2KVCml0DKN+9wyawvAZURiekz1cEPbfxM8y2PL7A7yz5uiI57zwaXiT2VMR7oY6CZ/P\nTWfnYdLTz1waMrWY6Gzo5JzrgonM/oAftV6Nx+fh8LrD2C12TM0mfD4fUoUUuSbY1ylNlUqcPJb3\nGpaxvmMjRtfQBSEUCJkTP4urM65kQlQpm73beOLQ07xa9s8RH5DhOVunHh/+77o28yquzbxq+BNO\ngUAgIEOVzrOlz4QcS4xSIcoTMK0oiQDw0YYq3F4/z3+6n6+21fPo1aGcIY1SSnZS+AxOZXMPj76x\njbsvHodcKsbnD3DLomJeX3kYz4mFdE9VJ1c89S3v/Po8YvUjCxH+p+h2dfNoxRPYvEOt473uPlrs\nbegkOgQCASnKZH5d+ABzE+bwQPkjYfVyLHY3bcZ+Pv2+hs2H2njlvjlYbG5sDhsPXl7K0+/tpqNn\n4Hf02dzc8Oc1/P66SSwoy0CvHtrJmQ1mWipDu8lORWRSJLOunsX4heNZ9+Y6jm45Ss6EHH75wlDW\n6KTB9keNn7LTuIvD5qF7bbNhGx83fsqNWdcxNXYyOomOO/bcyxczPw7hylgOVyCUyUi7+c6g8b7D\nFSjSM9GOm4D6tAelu7cH0+YNRM88e/sftTqeSy99B6FQhFweSUREeH7TpooWHn51y2BQfipEJ4Kt\nP36wO6SDedHkzB8cbHX3/c8Yav+nUOlVxKUP/zcZnEaO9VURJwvtfG2xt9JkbSZNNXzTj9vnxuf3\nDlrDjNYV8PLEv7O+cxNv1L2NwWkEBgL7V2vfZHHKBYjDLEcunwuv3xt0jy1IOo8cdRZPHPpjkOXN\nDuMu3D43cnHwc7WtLTRbeBJer5sjRz4L6/DR2Lid9PShjG+no5PXat/mQE8F5hNyC5oIDStmDTTG\nTI4p45LNV9Lj7h08NlZfzM3ZN5CsTAqZP0YWzYsTnuPPR/7GoTP4HHoDXmostRTpg6VRGq1NfNb8\nFTuMO+l1mynWjeaK9KVECCOIkkZS21/HJ81fcKBnwPqmNHIcfysd3nJJKgahYCCfeboR9ZnKiJu6\nNrOuYyOPFD5IWfQEDvQe5JWaUDX++/Lu4sKUhbj8bh4/+DRpytSgYGskdG/fTO2zT2E/Xo9IpR5Z\nlwSwWn88Teinws8y2GozWenoDtVGORVnIs/D8PXck3C7z671V5moomVCO0dyjtFmb6fT0UmOJpsL\nkhcyLXYKrY423KVejI4eGotaWNuxgSJdIX8t+WPIXDKRjO/a1vB48aO02dtY1vgJ7Y4O/AE/6zo2\nsqHje6bHTWVh0vlkqNJJUYycCg1Hhj/bzNap6HH1UGupQyYKXcha7K202ztIVIRvvbXY3eyu7OSz\nLbV88Nv5zChO4ol3diKXivnXPbOJ0yt4b20wf8Hp8mI024nRDQVKxzvN7K3p5FCdiUmF8QQEfnLT\nBjKPGfEaBKIAptNMxz/YcIx5E9IYnfbTO8MbnaagRQDgkPkwd+99gGhpFLnqbEZpcynQ5jNWX8wz\nY58MS961dvfTur+e5NZ2rooUsOO9jehOyASI1HKW/34hjYebcDlcOK1OjM1GXLuPUR1wM2numMF5\n3Go3glliRo0pxOY9NWAQkKPJptfdS8aYDGotdbSY22jL6qTspimMjQq/M1x2fDlPjnkMj9/Dm3Xv\nDvJlGqyNPHbwSQq1+SxNu5hi3eiwXBlZYQG1USaO9VVRY6nF5DIhFAj5TeFDZEQmYVk6iz8deRav\n30u0LIpcdQ752jzmxE8PmsdkqqW/v52CgsUhv6O6+lsKCy9CKj1zw/SSadlkxGu56PdfD3vOpheW\nsv1wOy98tp+D9cYzzjkcEqKUGMz/mWbc/wTSx6aHjDl8Tla1rcboNNHt6qbH3cu4yLGM0ReRrxmF\nzWfHd4I3V2mp5t2GD0lTpnJdVvCGrK6/nlVtayjWF7HNsB1vwMvchNkIBALmJsxmRuxUPm36IiiI\nF4VxjqvoOcgbde/g8rt4ufo1OhydXHUiK5yjyebVsn/yzJFn2WnaPeLfqlAMT73w+z34/V7Wr38c\ns3nIx1IoFHHNNcG2Ues6NrKp6+wlJy0eC1sM28hUZQR9Rl6/l78ee4Gbs28gQR7PC+P/ymdNX/Ju\nw4eDxtTh0GpvDwq2DE4jd+19AOsp97ov4MPpc+H0OUlXpZGuSmNuwhwqeg7x4P7fIBKcWdLktrkW\nAoGhICZa7eeWORbitSOvqffm3ckdub8KkuUYCSWRY/lkxgfDyi+FQ93zz2A/PlB69Vn7OXjbtZS8\n9QnKrNCEg9tto6Zmddh5jhz5jHHjrj7r3/tT4GcZbDV1WX6SebzekXef3hEMO4PO83swu830efro\n81hw+l0cNh/lsPkoQoSoIpToJDp0EVp0Eh3nJ85lnH4Mbp8bSRgipifgxeV3sTB5PucnzWNj52aW\nHV9Oo60JP342d21lS9c2JkVPRDyCzxUMo7N14r8iYYCRXEt8AR97TPvodHTR6ezC6DRxaeoSJkZP\nYJQmhy6HgV63GafPyTbDDiot1aQpU7g+65rgeboNJNfs4K38LtxfvkNahJ/XM0AzegyJ0VLsfnh4\nooJbpf3g8yONT0QSrUYsCA4E1SoxOwyH+Lj2xE71hE/pX5ZcxJLisZQWa7ni7WB7mKmZWVyhyw4a\n67O6OHzcxIrt8WuRMgAAIABJREFU9XT1BgdLozOiueficUSIReyr6eKjDVVMKkhgdEYUsXolMdqh\nXXOedhSLkuazsu27kM/O5OrG5Opmx4mFQC1WMSNuGjdmhYrAJqZE4TCYWfFoqL5adEo0i26ZR3fA\nR09dG63HWln84GLMHWaiU4M5N7HyWGKTY9nQvZHiyCJq+mvZYdyFzWtnjWk9Lze8xhh9EbPiZlAU\nW8Sytk+5u+gOFOLwmb8AATx+D2XRE5gYNZ7Nhq28Xf/+YMn0aF8lRw/9kfFRJWHLQJ80fcGbde8E\njWkiNINE6DH6Ijx+Dz3uXrrdPVRbavmmbRUGpzFocfqkexPfiyopLZnO3IQ5SIQSnjo0kEH9xroW\ndg/YGN2ccwPpyjTWdmxgi2Ebueoc/jD298Gf0RmynCKhkBljkinLj+eef33P2n1nZyR9Ot7/7flM\nv3s5fbYzE6r/N5AzPnRxsnqsHDNXgkBAtiqTOF8cdq+dip6D7DLuxuFzctzaSK/bjEIsH5AwEAjo\ncHSScIo3YawwmYn+i1h5oIGNR9pZ5zfyB5YDUJAexcOXj+fK9MuRbKlj44FmzhufRn2blVidnKhT\nsv1j9MX8ffyzgz/bfXY6HJ3YvXZSlMlYPP3cnXc7vxE/hFwkw+qx4vK7kBOc2Zo8+U527PhnkM3U\nSUgkSkpKruXAgfeDgi2BQEReXnDH3jWZv6BQV8CBngoO9h4e7PTbYdyFQqTgq9Zv8Pg9g7IOGap0\nZsZOZ+ZpjTNVlhrWdWwgWZHItZlXIRQIuSz9EuYmzuHd+g/4uvXbsFy508e8fi/e0+yLjvZVcvTw\nANdJL9GTqUonU5VBtjqTNya9PNhIMBIeWBi8vuqUfh658MzCqVKRdNgy53CQh9m8j4Siv7/GvqsW\n4+0b8Jv0mHs5cOvVlL7zKfLk4Exrbe1aXK7wouY1Natxu+1IJP+dqkc4/CyDrXAdO/8JhGcIVIRn\nwSOAgR3Hpq4tZKkyuSfvIkZpchAgxOKxnPhn5Zu2VYOp3AhhBHX99SQqEslWD0kFNFmbWd+5EYfX\nwZfNX+ML+JgSM4m5CbM5N/4cthl38EHDx9T01xIgwE7TbrwBHxEM/z7DmU6f/G+EaOSslt1rZ5dp\nL3avjV63GYPTSEXvIT5r/gqRQIhSrEQlVqIUK1GLVYiEIiRCCT2uXiKlQ8RHfUoyPX3tmD96BYD2\nE+OJry3Dfrye7q0bsW37Hp/RQNHz/x62Bh+tUhETRqA0TR9FU0831jCm01q5nERtcDZJq5IyrSiJ\nyYUJbD3Uxqff17BhfzNur59th9tZvrGa25eMJVYn59Gry4jWykPmPYkHCu5hUdJ8vm1bzcau77F5\nw+9M+71Wvm1bzVbDDt6a/ApR0tN22yOpdAsEFM0uQhenQ66WDxjcHmuht7OXuIzgUpAv4KO8u4J5\nCXO5NO0i3H43e0zlfN+1hZ3GAe2eA70HEQqEFOkKEQtC74E2ezvbDTtxeB1817YGqVDC2MgxzIqb\nwfTYqaxt38C7DR/Q5RyQTdnXvR+P3xMS+F+dcQUlkWOp7KuixlI3WBav6DmITCRjY+dmEuQJKMQK\nbF4bifIEpsVOYUZs8OI0K34G+do8ZsVNRyAQsL+nIqjEfhIOr5McTTY5mmzGR5X8x0a9AFKJmGdu\nmsaWQyM32QwHlVzCVefm8/KKg2c++QSGy8afTZZ+JHjd3iDfUl28jmmXh9IjJEIJM+KmoRArECIg\nQijBbgtwtNKDHy82+tBTilohZu7ofKJlUegk2pDPWaOUMqkggUkFCRj7HHy7s4GVOxvo6rVz9Hg3\n1/9lDTctLGJqYSJLZ+YMy2sSCAR0OQysalvD3u5y6vrrGaXJYVHSfJIUiZhc3VRZqtnStZ0WewtW\nj41xkWNCymQaTSKLF7/Ml1/ejNf7n68dnT026g4p6DcVk0kxJ5/cewxQmK7l9yW/wR+A3dWtlB9v\nxm3wESuJB6UeTuGkn+zOrLUEk+P1Eh335t/J2Mhi/nzkOVz+4PeqOK08mqhI4F8Tnuez5i/ZadwT\noiTf6+6lvKeX8p6BxiGFSMGFKQu5Kfv6s8pw/Rh0ODrZ210e9vlytK+SAl1+0Np3KvoOltOzO1QK\np+Or5WTe+SCq3HzMe3cOjruNXRy45SpyHnwsyDWkpWVPyBwn4fW66Ow8RGrq/5wu188y2PL7fxq9\nD7F4+EUUICJi5OMnkaxI5O5Rt6OVaAkE/DTZWrDY3NiNanyA0WchJzCFWSkXMDk9d3BHeDoU3XKy\nd2dwV+dAC7yBTr7iK2JSYyieXUzEdhFLOhag0ClILUwlOT+ZiDO0twd1I54manqmZr0ORyeVfVUk\nyuOZEjOJZEUS6gg1ifIEXH4X9f0N7DDuosXeijJCSawsFlWEakRX+dNhOXKQlg/ewts/sJsqv/Zi\nEhYvJeNXob6GbWYz3TYrkcrgNHWt0cAlSeNo6ukJOeb0eKgzGsiOGeKeePstdK5agXnfLqKB24Br\nYkTIz12MevQYvH29KKr3Yas4RsA1HUtMHGK1BnlKWlB7cbOthccqnuTytEu4v+Bu7sm7g+O2Jqr7\nqqmy1LC3u3wwIBn8ez0W9nbvDxIXtBgteNwefvHPq+h192J29yEUCNFKtGRGpdNkbaZyTyUOpxNv\nrJcurxFlgYK0jGDZEKPTyGHzUa7N/AVGp5HvO7eQrEwmRhrFw4X30WJr40DPAbpdvUQII3D73XQ5\nDaQog0vRSrOLwqMOnrMsABNIju6gJVCOPCkV3cTJnJ9wLuPbFLR3HCbg8yGSybHt2oV00vQg8Vh7\nnx3PXhd1/65GCMQxEICvYTX6eD23/+sWOmo76Gnvoa2mDbFEjHG1EdNUI4lzhkrSBdo8CrR54S6f\nYVEW/Z/LfbjcXn77xnbuW1rCUzdMCeLF/RDMGpty1sHWsg1VHG83s3BSGCHNQIB/fL5/xI7EkRoI\n2mragvTXljy4BKkiNAOhlWiYGTedQCDAun1N7DjawfTiJGKVHp5dvi+Iy7YyxcNDV4xn9rjQbjJH\nv4OqHVUse3zZ4FjGiX/RydE8/OnDHFh9gJqvd7KloZPMcZlYu61klWaRN2Xoe+5wdHLr7juDNjC+\ngA+X302rvY0cdRbF+tFclnYJx/qqeHj/o2FpDgAlJdeQmDiWr776Fc3NOwkEAuze/W/mz/8L3d11\nGAxDNIbIyEwmTgyVIYmPVLJ4ahZvfHuYV1YcxH5KI0Vi9MBzZ05JKofrejlW7+R310wiKXr4zr+j\nfcdw+91IhMHVjVlxM6jrb+DD4x8HjeeogzP0RqeJz5u/4tz4c3iw4F6q+qqp7z9Oo62J49ZGqvqq\ncZ4SsNl9dj5u/JQcdTaz409T0/+JcNzaSKO1mWZbC06fk0XJ81mQeB45muzB8nKAANsNO2i2NZOu\nTCNTHXzNdyelUnPfb7G7g3l0vQoFMRodrff8hi5LcPZNIhahSk7hVLKI2z0y1ehMNKKfGj/LYEt6\nRiXOs4NGE9rR9UOOn4Q6Qs3U2CFh0RXb6xEIYNXOBtaVD3VJiUUmHr1ax3XnhecPxaTF4N/sZ/2b\n64PGc8tymbp0KmVLyri/9H48J4RaRWIRo2eNZuljS4fVSQqns3WS+Hgmvla6Mo0r0i+lrr+Bvd3l\nrGlfj1Ag4K682ynQ5tHj6qHBehyP34vF3U+kJBK5SB5SUrJUHkYgjiDpyuuCxt0mA6rcPJKvvhGv\npQ9hhASRXIFYpca0dSO6kgkoM4YeMFKxmPPyC/D4/BzvHspsrDh0kMbubh6Ycy5HH/09ayuP8VH5\nPsanplGamoosjCO8o7mRnt3BfnUZ8+bhr9hC01sv03lifvPeXUROnUnUtFmI1RokkUMZqW5XDy32\nVv5d+yZ6qZ4pMZPIVmeSrc5kIfMB+Kz5K16q/vfgaxLlCUyMKg36vUKdkH8IXqFF2IpNbAMxJMjj\nyVRlcEh8BFWbClXaQAbRfIKAPyWmjJTEYKFMmUjGipZvabO30ePuJUCAbHUWM+Om02BtRCFWECOL\nJVoWTaO1iRZbCxs7v+e6rGDugi4xg+5PP6HrrVcGxzoZcA7wO50Y139H99ZN2CuPUPDM39EWB9sz\nnYRCq0AVqaLlWChp/6Qvn73fjqHZQNfxLsbOG4tMKRvRJNvoNNFobQrpegTodZtpsbWGBI8/FKv3\nNvHltjoWTc7k0plnJ2wcDoXpUWiVEuKGKV0aeu18f7CVNXsbQ46JhAJee2AuG/Y3Y+pzUNvay81/\nW4c/EKAsL55bLhjK/jptTg5vCt9tZ++z880/vhn8OWdiDuMXjA97rqnTREPVccrru3F4/Fw8Skek\ntxOxXsOHj8zls23H6e7qxuccsNBZv+kg5tZ2pk4ZTVxUcFAhloqJTRvY4JwaB+ridbi9fqIz40As\nQhQhRiKVgAAspuAFVC6SESONweYdKu/V9tdTWz10XUZJIklVpZKmTOGJ4kcpjQx/LQLExxfxq19t\nx2Jpp6pqJSZTLRZLBw0NmykpuY64uCIyMqaPKAkgjRBxx5KxXDw9hz8t28PKnQ3AgD7grc+v57JZ\nuVx1bj6/unDMsHOcRK/bzMrW77g4NZSLODFqfFCwlacZNSgGexKt9ja+a1/LduNObsu9hXkJc4K6\n0t1+N182f82/a98YHMtSZTJGH95/9Mfi29bveK7yxaBypyZCwz0ndL2y1Vls7to62EAAIBaIuWvU\nbUEiq5nRMXxcvo8Xvw/2s1x+403EqtWUpKQw/i/B2cuFhaO5rixY3PtMNCGP5+xoQj8VfpbBluwn\n0k8qLLyI1at/HfZYbGw+MTHDt8iGg8Xm4ol3d5IYpWJGcRI3LSzC5fGx5dCA0q3XF+DJd3dxtLGb\nP9w49QcHjQKBICgj5vP6OLj+INkTsjnnmvCWLiNJP5ypjLimYz0vVr0cxAvQRGgGswx52lF0OroG\nb57d3XuRiWTYvXYWpywaek1+EcYNa2j76N2g+fWlZahHFdK2/H26vvsaBAIkkVGoC4opev4VhJLg\n3Xe0SsV5BYWcV1DI0Y523t29i/d27wJgX3MT7+zeSVl6OvedM4dXrvhFiLXISWyzV1C7JIlxN75F\nmjKFLqeRJw89A3wMcuC+eCCeW3JuoDiqlGZbKyt6DqC39bIk8oKQ+axeK49WPMHchDnMTZhNgTYP\nr99HRe8hNp9ofZaJZMxLmMPVGVcQeRpvotNpQCwUMTVmMoXafDQSNRKhhEAggN1nx+g0sblrGzX9\ntUQII4iVxmDz2sjX5AV1hDl9TnI0WeRrc0lTptHn6aPfYx0MUOxeO9WWmsHvSyqU0uvpY0bcNDJU\n6cNcBUMIBKDprVdoXfb2oKTDwTuuJ/2mO0i+8rqQ78veZ0emkvHrzwbuMVOfg16rkz2VnfTY3Dzy\n2lZ8JjNqmZh5549HF61CFztQKh0O7n4p1VsT2Lo5dDELFCcy/RI1nB0/Nyz2VnXy5Ls7z3ziWUAu\nFbP575ehUYbnscTqFUwvSuKR17aGHBOdUHefU5LK0UYTxzv7uH3xGMprukiNDS6lr/zHSmr31IbM\nAVC3r46q7QN6X6PPGc21z4RyBk8iOj6avuVvMupEkG068W/sa8sQttRz7q6V2BsbcBm7SLjgYuLn\nX4wqrzAkSy9XyymaVUTRrCJ6+528uvIQr31zIhg0wZ+veweABWUZPH79tCAe5KnQSXT8ffyzVFtq\nKO85wIGeg7TYWoKyNd3uHrp7ejjQU8FXLd+QrEjiryV/DOKQwUBneIO1kUMnuFYetYeyjEuJjs6m\nNlBGVfc+6gQW6vr2USxwkK3OCimPukwGrDVV+B12xMDvCmBJdAwtbgmyxGSEERGUyfuRN+3HeNwP\nQiERWj3aMSVhRZ5hoAllUdL8EO5utyvYZu7chNDn+8n3pxQrebv+PT5r+pLSqHGcnzgXh8/J2vb1\n7DDuIkEeT7Y6k5mx05kWO+UH86rOFjMi55A9eixtrjY6nG30ey34CbCt6SBSoZRmfxWLkhZgtFpw\n+h1ERkSRoxxFpjxU2DtcojYQgO0N9TSF8VsNt5KNZGMHBIkk/0/gZxlsjZSa/SGIjs7h179uDtsN\ncbrg3Ujo7LFx9LiJTRWtRGvkzC1JpSgzGgTw7G0zeWXFQbp6hlKaNoeHN1cdYUFZBunxQz6A/d39\n9HSE93J0WB00lDfg8/gQS8SDVj95U/MomhW6yx/8O07tRhSfXkYcOdiaF3ce41VTaXW00GRvos/T\nhy/gY1f7IWQiCUftFSxMmk+vox+7z06MJJY8dR4ZmrN0YBcIcHa0DeyUBQLEGi0ipRq/24WjrQWx\nSoP0lPJfn9VFfbsZm8uLw+MmXZnIZUUDNXelTEy0Rk4A6LV42FfViQAhkWoZsXpFEO9qgq6MjIhC\n/P4A3X1Ojts6SZEN3PBCgWAwE2a2O2gT9KEWxzNbvwCNLHhRSFelcWvOLynQ5uMNeGmzt3PMXIlC\nJMfmtXOsr5LZcbO4KfsGctRZwxLRoz2RLDSeh/GoETM9mIQGfAIfqYkpjD1/HMcNjXj2uZgjnE5C\nVAKR8ZEkJCQQqQoO2k6KP4pFYgxOI6nKZNRiNbGyGHwBHyaXiRx1NhFCMZFSPRKhhChJZAh/w9nZ\nTkRkFImXXDk4FiCA1dRO+i13IYyJwt3UNChjYW86TvN7bxAz+zyUmUOZSF+EGKdSyeHjJrYeaiM7\nWcfc0jTSR6fx+eZalm2opN8+kKX94EAHM8ekcO28fAq1w997STFqtCopvdZQ7o1ELCIz4cfp4t31\n4qYgv84fi+ECrbPFxxur2LC/hQ37mynLS+CmhaH3esa4DGr21ISUEqOSo5CpZeRPy6d0QSlli8tG\ntDSydXfgTFfDNcGCyxU1nzH1ot/jEDhx1O/DZzXQLmzDsP51ZAfjiR83i6RR4S3DfP4AuUl6Fk/N\nwnqanVlGggavd/hOtEO9R7hn34NMjZnMo6Mf5rbcmwkEAphc3bTZ26i01LDdsIOjfUPil+2ODtrt\nHUHB1i7jHv589LkgTpMmQsO9+QOSJJNjyvjbsb8HZVzUYhUPF97PtNghVwdpdCytH75N0ykZX4AL\nX19GhD4C875d9JbvpvXoQXIfeYrIKTMQDrPhO4ludw/PV77IQ4X3Dd6HTp+TT5u/GDwnW53FgsTz\nQl4bF8jkycRXkAoHSqf+gB+H20ZLkx+BUMLlaUu5JftmjjWY8fn9YIYKcw9xemXQunOg08dft3uo\nNIWuB5fki3hsegS+ALy238sXlV56nTA7XcT52SLmZAw9O6QSEX63hDVrHazY3jvoCgL7KM2N5Te/\nmMzY7FiWb6rmuz3HuWJ2HiUpcWhVofdIuMtUIBhoeApneh7uqh7OBWDo+H8n6BwOP8tgKytJR26y\njppW84+eS6c7y8BgBCh8PnrX7sX8/veYgZPKIrlludz0j5u4PEfPq3d+gjhCTExaDLHpsWQlSEnU\nBvMLnDYniTmJTL8iuPVdKBKyZdkWJl88mV+98it8Ph9uu5uO2g4a9jcgEosomBZe1DRCNGAgevL/\nYSjIOpMisMvjo77Fyisrmtl57FS9kr1MLkjg2dsWEadXsHpPI//8soIrZ48isTARrSg4qHCZDOgn\nTEZeWIjBacLmteINeOmIsFEYF0/Eb+9CdOEkhL39yAQyYpRxuHu6keiDSeRalZSC9CjWlzfz5bY6\nth5qHdRMitMruGh6ApdMz2HnsQ4MbjOLJmcSHxma5lBKB26yw+3tHG5vY2t9E2srBxb9GJWKosQk\nRicmkqTJpd1sJydGRYpOH+LhpZfouCJ9yGWgJHIsxxq7ee+Tk/yPPJoAd46EMecM3/Wii9QhNUnY\n/fauoHFHmZ3zrjiPOF0sn9z4cZD3plKn5No/X0vhjCHl+W5XL5oINXPizyFFmTwgQns4VFPnvry7\nmJ94Hl1OA+s6NqC1a0lVDt0HzkgFW6YqqS6SU9tfh8nVjUwk5R/jbyFCrUVw8fk8Uv4wNq+dKGkk\n2apMcjVaLkiKDEkqWR0eGjstNHVZONpoYsW2AfmIrEQdbz18HkWZ0Xy8sZq6NjPTihJJilEjPM2z\nz2Ppo2//XhxtzXTaAyTa4fFxA0bpsuRUBCIRLkMXNNeyd7mJnJwUIrQ6FBlZYS08RsK9l47jiXd2\n4h4hCPgp4XQPv7t2ur1cMTuPK2bn4XB5kQ9zw5bOL6V0fmnYYwC5E8+uFCpWqeiJdLLR/GHwATPk\n91+PctwY1MlSApZWRCIJEokShSIKRVR4yReXx8eeqk5MfQ4WTc6kqcvC+2srB7vJN+xvobzGwLXz\nCpg7PhXRad+V70RmYrtxJ5dvvYbFKYsYqy8mV5NDmioNh89JtawG+iBOFktJ5FgWJp0fIvDsDXjx\nBsILzJ5q1Bz0WQjFIxpFn4pAAKzVx2h+73Wc7QMNFYfvv5XYuQtIve6WINeLcFjTsR6zp4+7Rt2G\nw+fguWMvDoq/xkijeWbskyHaYTDAIbPYdTz57s4gn1CAc8al8KebpqFQSBEJBfzurZ3cekEx55am\nopIHByHj4kW8eaGQ+9e6+ao6OBv0ba2PS/LFFMQIydAJcHrhH+dJmJYamqmTiEXkp0Xxl1um89Dl\n43l/XSXL1lfSbXFSXmPg0idWcvviMSyZls2Vc4bnYB5pqUEjdHD/9OBruratityYGDYd2cX908cj\nEAgRi6VIJErkEhmH2lopThoqAYvFI3Mth9Pj+2/hZxlsAbzx0LwTViahiItU8vSNU+g/TcE5PvK/\n0+apidEQlRRey0WhUTBq8kA50m6x03S4iabDTRxcfxC5Rh70kIxJjcFitPDhYx+GzBOdEs28m+fh\ndripL6+ntaqVpb9disVkITJx5Hbe88c4gtKyWoWfc0c7SIkaOY2qUUiYVpTEtKIk9lR18uLnB9hx\ndKCXcOexDubc/xk3LywiJ1nHF09egEIWfhe3y1fDm963afN24Bf7QXxCDHDmgBhgvqqIx0TP0KMZ\n2FkKEJDgiOeXzuuYzayguSQRQiaXaMkpSOeqXh07D/TitctRihXYfXY2H69gTIkWpViBWOrEH5CH\nlAO8Pj9Wu5cv17Xi9LiR+mKZdwrnbXFhNolRSpL0OhI1WsTDlABOR2Onhe5+J7srO2jqGmo5/nxL\nLZkJWibkxYd9XU9PD8JUEdMem47VZ8PlcyEUCClJH4fL5qKmtpa8hwpAAtoYLYlJiSTGJJAoD17k\nZsZNG2wzt3qsdDq6UIhCr/ledy+9bjPx8jiuyfxFyPFthp2817AMzykLlEggJutE91CmOgOxQIwv\n4MPgNGJwGjnQewi9VM+FyUPcC6kAEiPgorwoFuXoqWjqZXe9CYvLh0go4PUVFZSl6ZmWH88FYxNR\napWIw1AEIjRa+g6WD2YUNCf+jX1tGc6OCtqWv4+tvgahVIZm/mICGfEo0jN/cKAFcMXsPKwOD898\nOHwn00+FQw1G1u9r5vbFQyVRuVTMqBQ9fTY3//qygtGZ0Zw/IR2r08OOIwP3XmailoxTMniH2lo5\n2BbaNSlAwNTMLHYcr8cfpi6TERXNtKyhTKTHL0WXdC2JE+aw+WALht4hTkvHB51cN6+ACXnns3xT\nNe3dViYVJJCp0iGMCM4QmLvN1G3dQVVlExFCGKfyE9MFEyZPZ+lTC9l1rANDVQ0uUxfSGAHmlla2\nOS0UjckmUjt0veZpR/FC6V9IVabgC/jodvXQ2d9DuakVT8BNt8dCsWgGF+RfRmny8MLO02Kn8FX0\nJ9RYajloPkKnoxOP38NO4270Eh0rWr9ljL6Yfk8/Fk8/aapUJkVPJFURvBG31g1cYwlLLgsad/eY\nUGbmEHv+BXh6exBKpIgUSiRRUXgddhytzUGyBOoTdjkXJg9QLVa1rWa3aS/TYqbQ4+6hylKNECHT\n46Zyc/YNxMiGN37PTdbz4aML+HZXA898uGdQf3LTgRbmPvQ5911agtvjY9ljC0Zs9FBECPj3Qimj\nYz08s83DyR60xr4ACz9y8sxsCS0WP19eJiNGGT47avfaMbm6+aZ1FQqxAne+gWlpRrweIXqJjjRV\nCqMiPXikXXzfdYiVrd9xVcYVjNLkBGX98xLS6WtezcqV9wTN3wtoJphYMqaE7757mAMHBqRyBAIB\nWm0qfVPugqQHBs/XaEKFZE/FmY7/1PjZBlvJMWqSY4YXMhzOP+6/gZrmGnqEvYy5ZCwykRQBAvq9\nVnSpeg60HsRYbaTwktHo1TriUuOISJIgTZahVWmC5gkEAiManQoEAnIn5aLSq1BoFdTuq6XlWAvx\nmfFBtj+n46Ubgi0LYjR+Xrv5zHYF3n4LfQfLcbQ0kwj8OROO6UVYUgZMP52tzYxxHiWyU4p1SxWu\nyCh0JRNDFrnRunzOS5xLw4lOmV63GZFATFVfNVKRlF2mvQQAIUL8+ImVxZCnHRUSTFT0HGRF67d0\nOrowuUzYvHYUkXJenv8PxAIRzbYW/nD4z3yw30yAAJoIDfGyOK5IX8o58TMG5/E5HFjra6HHgNgf\n4OS3INYMXDPjAy58rb1YmtrpFknocAkxBRSMyYphTHb45gaL3c0tz63j3ktL+NttM7niqW/xnXhi\n+fwB7nv5e1b96aKwZSWDv4O2hGa6o3rp8fRi9zmQCCK4OG8xFrcJb7SVpuwmrD4bHnyozWrinLHM\njJtOadQQIfhYXxW7jLvpchoxOo1YvVYyVGk8VvQI8fI4Oh1d/OnIs2w37qSi9xAxshjiZDFMjJ5A\nkW4oQ7YoeT5zE2ZTbz1OnaUek6sbr9/H7s4KpEIpO7t3Mj16Bs6AHafPQbw8nnGRY0hThmaJj2w+\nwqb3hoiucqBgbAZX/fFq+rv7+fdtr/CRP4BCq0CpVaKL1zHjyhkkZA99972GLnoyczDfcBvuU+x/\nvq2vI350MePueABPtxFjv5UjRgOa8r3EdXUSN6aEuNT0sN/XSLhsVi5fbqsjPuqHk7/OIGgdhOLM\nGNpNNh778x9tAAAgAElEQVR8ZfNgZ1tRZjQLyjK44S9raDYMBOyXzszh/qWlfLC+kj/cOCXkuZcT\nG8fbu3by0b69QePPX7KU1MhIuvr7WfJacOlrSmYm715zfdCYLOAhzd5Ggs7E0hkyarqF7GpxYFMO\nbOY2bCjHeFDEohwtEfEKxDoPyvjgZxiASh5BZFslWTtXAuAFOgBV9igChk4i330NdU8PCECRlom2\nZAK6nAkocANDi65cJGNs5EAgOhCYWpk1NpPKlh5eXlE5GFgIBDXMG9/MXReNpSA9dNNrdJqo7a9j\nb3c5R8zHBjNm1ZYastXZzIqbzvioEhqtTezp3seGzu8ZrSsIKbmqsnPp+m4FHV99EjQeNW0WQqkU\nW2013ds2DVjJxMSjmzCJ5MuvCeEyZqky+U3hg8xNmINAIODS1CVsNWwnU5VOnC+WG7KuYWbs9BEV\n+gH8Hg9+50BAfF5hNNMfn8cba6upN9jA74dAgPQoKTNLMobljJ2OOydEEKsUcPfqoXXI4YX71ro5\neIt82EALQCQQ4fA5qeuvZ2bMDOalnI9EKKHF3kKzvYVmezMrmr+l39uPTCQlXh5LoS4/pBtTLJaM\nKFLc3V2HTpdCaen1SKUalMoYIiOzGDVqftB5ubnn8913D4WdIzIyi+joH2ZN9WPxsw22/k9CXHw8\nmku06CU6XD4Xh8xHeL/hIwQC2Na+E5/KR2D2gM1EQWwhyggFfW4LotMyLtZeK5poDY988QgwQKg3\nmu2s3tOITwBPv78LT1cverWMhVPykEvEZI7LHJFQ/GMgVmswV5TT9Pq/hsaAGc+9gjpvNHWb3saw\n/ju6FUrEKjXqvEIUKekI5XIiNEM7b6FbSYJ5Cgd2JSBzTeTkMvrP/a2My4nllwsu5fLUSzl03MCy\nTUfISdFSEp9EpD+Yf1Mkz0W3eytd331/yqgN0QPHEMrl6A/u56nqGGztTjTjJ6IfPwlNZj6ymGAJ\nCbFIiGDvJhZv/jxoPPPuh9CNHU/75x9jWL8K/AGEUgkpqRnMuPVupNHhbxef38/dL25kQVkGiVFK\nvL4A54xLYf0pnajtJhu/fWM7/7on1IB8lD4P8ftf0/xOsIG04LnJqPIKEf3tLeZsWotQJkesVKIu\nKKbgjw+GPMRTFSkEov10OY0YnAZsXhseL1TUGxALeuhwtxLtz8AvcqNUCNFGaEiUJxIlCc2MSkVS\nCrR5pEuz+HRzDemxar7e2sInm/afCCIlqBUqbl44mmvnjw6b1QyIRaTPLeHTDU3BWlHtfv5ww3t8\n9fSF3P7BA3j9ATxeHx3dNrp67VhPM5PVx8Yx4YKLGevzcbC1lc8rDvD2rh1gMsPhI6ikUkYnJnLL\n1OnMSE0jRn1mNfmRoFFK+fZPF414js0Zvizl9zNiye90nD8xndRYNbc8v452k43DDSYee3M7T94w\nhbte3IjV4eGzzbVEaeT8657ZKMN8zvKICKKVoTy3RI0WkVBIki5046mTK1DLQjMdnSu/pPWjdwZ/\nHgeM+t0zRE6aRvN7r9Px0mccFQgQKRQo0jPJvv9RZAlJSKKGsi8CgRCvzYqj6XjQ3H6vB2VGNmK1\nlr6KcsQqFX6vF6FUSuJFl4dcz12GPurqDRyoMWDqdzF3dDzuzh4yI+CPlxSzp9NGV5cFv89HwOfl\n1U/2MjEziknFyWTlDgXrMbJoYmTRvFLzOnfk3orBaWSzYSsVvYdosDaytmM9SrGSKTGTGKMvIlKi\nZ17CnBAZCY+5F3lyGslXXo//hASFL+Cj22dBGx+H7vprIDOFgKUfoR8cHjtN339LXF4JilOCfoFA\nwLzEcwd/TlEm84uMywd/nhA1fEk46PP0uGl46fmg72sscPXfXkYWn0j9P5+l9/0dbFWpkKeko58w\nmcy7HjojjyxbHz6gGiirDh9sSUVSRmlyeGH8X7E5Pbz69SH+9VXFKWeIgQwumJLJH26cinoY39q+\nvjZs9h5S00K14Jqad5OePjPIRmk4xMeP5vrrV+H3hxLlz1Zp4KfE/wu2fgLYXf18XLsMi9uCN+DD\nF/ARL9Bwd+atSLQ6uj29vFX9Nhub17GuaQ2KCDnR0hiWZCwJ6kxTR6pRR6pxub0s/76G+jYzZQUJ\nTJqex9+W76N2z1CpYFlFB/deWsLl5+SGcB1+Knj7LcQvWELcvIWYrS721xo4VG9kW3k/zpoaAllL\nkcXNJjsygqkFcURqlfhcTsSa4CBJr5Yxe1wqpTlxfLallg/XV9LYOcDb+G5PI19srePG+YX02dxc\nO2cMozPCp80NTQbafLE4Sy7GaXPitDvxub307+1g/BVz0clVyHJGo3V78Hv99HZYaTiyFVVqOkXn\nD+kuuQRiDDOv4DvpRNbta8ZsdRIfqeRORT6t27t492Asbv21TClM5PJzcjlmtCKRx5EgUYbIxzpc\nXn7/9g5sTi93XjSWhhOm0fcvLaWhvW/wZ4BVu4/z6fc1LJ0VzKHxmHsRKZToJgY/QAJeDx6LmYSL\nLkeWnIajpRFt8ThUOaOwNzagzAnulhUHpMQE0unv0dNTq0MmETE+Mwabz8PnW2rZuL8du0sGyEiN\nVbNwUiZTJ2WgEwZnJ8xWF22mfvZUdrLxQAu/XDCatDgNv5yvoSw/npe+rMB8Qlj4/XWVrN7TyG2L\nxzAxLz7IXsmPn+WHd6HK7zxV05EnFy1ibHIKzb09zHv5zaBWosmZGUwrvjDo/ficTtqWv0fX6m/w\nAecLhJwHZNx+P9KYGNo//xjL5rWI922jQ6PFmp1L2i9vRxjx3zEhN5rt/PGD8BYx/kDgRLA0OYQb\nczp67XYqOzswOxzcdfUo9lcOZKAXlGUwPiOGv909mQ0HmhCJBOQVSNlcX41SIiE/PoHYswwo3929\nk8buMxsdA/gQ4512GTu2By8LO95tIHKtmdtefQpmX03r0WZa6zvIm5bPsVoHiQI7qacklGr76zg4\nKx5L2W1YvP24fE4ihBEU5GYgT0gj+c9/Yt2+f+Fx2JAKJagj1BypWc7YtCnkyYcaAOJitVhbTFT9\n5SMAPjrlPUWnRPPEmidorWql8VAjxyuOM+PKGRhbjIicwQ0OPr+PVnsbRqeJVnsbC5PO58KUhfS5\n+9hq2MHmrq0c6D3Iuo4NrOvYgFKsDOth6lXJeC+nmeq4DprtLfgDfhLlCYzVd6Bu+wSZXopgcQ4B\nAnQ5DXQ5DEyI8nLladlVY5+DbYdaeWfNMfrtwZWMGcXJ/P7aSQQIsKeyk+c/LWf8qHimFSWRFhdc\nzQl4PAilUmSJweUwT58ZXWkZ0TNm4+424enrxdnZQc+ubehKJqLMHoU8OTxXudXiZ3W9j4vzQjNh\nHxz28cuxAvTy8AGX127DcnA/9uZGzK4AGX0B7h4tQpacgjQqBoRCXIZO9HYDHXv3IEyJR6RQII2N\nD6qGyJXxZOffwq/ejAoR9H12SwffPOMgJUaM1xfAfWKT1tlrIydJH+Kne3q2638T/9cHW4FAgHaT\nlaqWXgQC0CikVDX3sO1IG8cau3F5fCikEZTlxzO9OImpo5PQndY9oRfruaAtC9O+XdjdblxeL4FA\ngK3T9qJUKYk+Xs8VlgjsLi2e+ER06ZlExmSiEgabvHZb7OxpqmVfXTtCERRPlBMXbyZaGsWbj87i\n253HMfe7QABun4eDHfXYvu9m8bhx/xWzZbFag1g9sBC7LA6OVbt5v7INcAND3ZXzJqQxZ1QRmjBk\n9FOhVUm5/Jxc8lL1rNrViMU+9FBs7LRQnBkd0tZ+KnSpccROm8yKTVV4xA58Ejf4/QgdMg6tqeKi\nuQVEJaSh8A+QmxU2F2q7C31CsPCiQhYxqHB976WlfLSxik37m/liSy0CgYBRKZF4vD5SY1WU5sZx\nbmloazJAeW0Ha8sbUatEFOfoeWfdIeaMT0YoFGLt9zNnQjIzvMGl0Ko2E+sPSDh3XPrgmEcqxJ+R\niMORhtvvwn1CYbpL1okyAKrjNSiUUhT5+RhsXVRVt5I+biYp/197Zx4mx1ke+N9X1VXV9zk996XR\njEbSyDotS7ax8YGNLyDGXDYkHCEmyZLs7pN7E7KBZHezSTYXIRjvYhwCAQIxYJPEGAy+8SXLkmWN\nLuuY0dxH32cd3/7Rbc/0yDZgNBpJqd/zzDPTXdXd37z91fe99Z7VLjz+BZmr1Qrpr9+Ndf99bAQE\nEhvJBb/1CTZf08xHp+8nd+AF1EAInRjB3CzdbZvQlpQgCSk23nvvov+er9EP8ACcBNZ98s+4sqWV\nVfJBMgefwRMMocUShFdvZvW2m065Yz6SPcKmQYMbNt9MzIgxVprgMwfv4Ctzn+HrGYllwdqdgvf0\n3MK2+BZS1TQni2Pszw6z07dQwLNqVzkyFGGy5RIUoWJKE4/wkPOeIBCwKN2yGfPSVpSKybRjkbXS\nBJ/9AtevvZlA7NRGyq/GT+P+u+fRIzy857Ury3/zsSNctbWLG3e+eoXsl4n5/fzw0CE+/XBjPaHr\nL/4oc8UCgZDCPxystSK6q55zccPQBu76wGuXb1jKB3dczGgqxWcffeQnOj+cCLPz5p1ULYep+cIr\n/R1LPoN/fGCYSipHS3szWy7oRbFs0lNpCpnG4pH9TeuYkmnm08M4lo50TBTVYJdynKZMjqnSNC1d\n63CkQ8UuU3FMmgMddMYai1tmZ7KMHx5n8zWbG54PRAMMXjxIeirNrn/dheM4xFpj7H5gN4qq4As0\nWvpnMrMcPXKMm1+8kbkXZ/iy8xXildqmHIgF+PPb/yfHR04wOn+S7EwGLHjiqz+iZ6ibvs0L3+FU\nudaebEt8Ex/t/xAODo6URLQwBavAWHGcPekXmCpNEzOiJL1JslaOydIUrb4F63oy4uPmywa4cks3\nn7tvL198YD+luhv5+OR+dh+Z5rfft51H957kd2+7iG1rXr1heMkw+MraTdxTbkzm+O9r1rPJkby4\n+SI+MdrYiHnn5DR/sv3ihoZGszmFRw94+bsHTnUJexT47u9N8thBg/m8yj8+7GH/SY3DUxpXrS/z\n+zc3Jqmldz9TK+MDtNZ/Bn7jD0CdY+TuO6hMTyEUhcqRQeY2bSOyeRuqP9DgCUHYlLR5rv/Vw1wQ\nHSJuxJmvpkhVUpTsMvflv4gnr+FV/JSsEicKJ/j44C/THjyzAe8/Lf+hla2x1Az3H3uITDmLiYUU\nJj4hePvQjVy54QImnTQPjDxIxa4i5Rh7rBc4sS/CFV07WN+xEFgqdBXf1Tt5cV2WTl8XTsXD4ak5\nSk4Jy8nD2iAQZKA1iqbD3uoo72zfgrGkL5PtKXGcF5HtaXxKmJGiYOToGKvizUQCXqJr5jk5fYyq\nrOARGj6howTaUb0/WzuP16Ji2uRLVWZSRY5PZdm+poW3X9zH8akczxyY5IWjs1RMm8n5Ip+7by+b\n+5vZ3J+kOepvcKM40mGsOM50eZp8yWTvVJacrOIPevGqXhzpkCrmGU0L2gom+eI8YS10SlaRonmw\nwwEOVkCqXlh8cU0X+Gg0wOh0lrGZPNPpIpqqMp8rs7bkcOXmBVlXLZvJuQL/8shhKqbNfLb8Sk82\nocC1F/YylymhexS+t2uErmSQYsWiOeqvlfSos22gje8efZ6/X1R87w8erhXfW9faxrWXtHHjZz/T\n8D/cOLSBT2y5pOE5zR9E3bmN78Sf4/LE5fT5OsmbOdKyxIwss3eHj6lSrRJ9VA1QsStsaGsjEG2M\nH5NWBd2jEO7tbXjezKbx9/bRfs1bSYUCVOZm8LZ1oGkqxT3PElg9gLrIDWRjM7mlk5mWm3Ckgy0d\nfKqPA/55WpLt8LFb8R+7GFGuYtoVjpk5Us9/h82rL28o+joYGaBZ62Ayl+X56XF2jx+lMln7Tg2v\nl/54gqZQEK0a56WZWToicbYnWvHpjRYhW1MJd67nK7scnKqOkCpIBcXRAZNfe9cOIluh7JRwHEGh\naCEqfopKqCE7ciZd5I57X72iu2VLPn3Pbj503dBrujde5sotXfzoxfHXzFgM+bTX3CAXM53NE9b8\n3DC4sSHv7ch4CsP2k6mY3LptO55FDUx74gmmc7mfyLL1egrkqx3SvDrhnmbyc2XypSonvVmOKQuW\n2a7xNF7dQzIUoHOo6zXLWmSqOVKFAumxCH7ZjVHvFXh8QucoKQZWRYhqCkW7gN/jwyM8NBkJ1CWd\nJzS/jhYJkBFKQ4KP6fUyHgoTSBWwkXg0FW/Aiz9ai/trH2x0EcX0KE35OA9+c8Gtf7z+O9GR4Npf\nupb8sRylQwXSJ1IMXDRASZTIzzf2UuwN9vC/t/4JAFOpAj94bpSBzhgP7xvjnkdG66Ut+gkHhrjl\n8n7ee+Vgg6V3KdGgwe/cup2PXD/EZ7+9h8Nj6Ve+myNjKW6/aSPx8GsrENKBmDfA6kRzg3U4kzFJ\n+y3Cmp+NHR0oiyZCb+LUmLamkMPOgQq/8aVT3YuqUntjKeGlKQ8P7vPxyXen8OuSgLFk/hs+Ard+\njI88FW+0SN1ZK0r79T/6W7b2JjDqSTD5UpXxuQIJdBaPqlixGB0zKT19KZOtIYYzVY6Phehp6eDt\nl66mOxni7gf28uDBk9SK6jXx98+c4L9/qJ0fc+muKOekspWu11sqV09VMmJBg3U9caSEoxMZ5rIl\nbEcS8um0xv0Nkz/mC7BatDD8yBxBoQIGilB4VHmEQDTA0Ls3cGl4I/m5PMW5AnqLgZHXCRcaLwC7\nUmJ8+CE4cJAT9l4cx0R3qnR1vYNAuJ/BDkE5dwirXMTMlWgrFzk881W2b/8lWLTABDwBRKGJ0ZES\nUpZx6vW/tie6WBfq4nBlnO+emAL8KEIghIK3SUEfWJ6vsZIusOvbT3LoyUO1JyTsR9LS28JvfPwG\nysUyD971INIpo54sUR07yZHDcTyXrKVjzYJpezhzkO9NfB9FqHT42+kYEOhds2iKhiUtSlaZnJVj\nXtF5LB0EJAFPEFAYii6kCCtCIRHxccvlA5iWzb7jc+w/XnORCOBTd/8Ij0dhw6omrtrSRTIaQPOc\n6mLNVLLsSQ1zNDuNlBLH46BFBe2+VnRVZ8eGJvZm9lIsm+TzkA8ZRFp8dIUb22XMFjNsW9XKL3s3\n4EEhZxUo22UeTf2AERFHs0L80c9dhd/jJ1vNciR/lB0tPUzm5mkNLbiPR+YOsmvXF9iQnyN7/Fs8\nZ5tkqmmGdv4i/fFVdIgQM6kifkdBVzTShQxPzHyRTfqHGUwsBLYLw49n9Tr2H0nhOAsL4VMnQI69\nwJuMOfztXbVyCUKgJ1swmptRfY2WgJRd4kjQId/eRpOSQCAoA3ktDNUU0848x/xzFPxFNE3D0H30\nRTxcEG7cWBxhUVEzPJS7l+5QDxt6wjTHBUUnjylNBGkypHmpOEMwKHh6eob3r3ofIbUxhkw4GsFq\nB+/cHGQ2W8KjKESCOrOZMscmMnzp316iUDZRFEFXMkRHMkhLTBI1yg0FM585OMW/P338FMv0y3zl\nBwe4eKidCwdfX1Fa0xnj7t+97nXP+UloDgf5tavfzPoP3d2wlj3MPmAfD//1e7hh88L8n8mUODaR\nwawIWKRrPX38OPvGx+hPNirf39i9m/ZIlC8+9eQpx6bzOe7f/yLXrV+YP+lqmvtHH+a5mSyW7eD4\nHaKrFS5q2o5AsGNTjO+Nf58TVZMvHFKxyxqiGuCq1ZvZ1Llg/Z0qz6DjIzfqoYSBxGG6PPPK8Z5e\nD4plMKgPElCCHJme5tmZcVLtz3PT+oVedR4PtLeqTDYFWLx3a4Egx/aMcsGFIbZc4KfsCGxVJSUF\nE+EwQVuw2JZtOjbHJ6YJrWm0cvat7+Ztt1/PsZfGeODbjwGgqCpzT+6jc30nm7c1WibzpSrT6RIH\nTsyz/8Qcm/uTjExn6WoO8ZEbNvDswUlKVQtDUxmbyXPHfXu5ems367rjDZmApWKZ1PERxkYnGU1X\n0VXBOzoMrE1r2HU8zZ7hMR55Yj+P/miYloiXzavibN85RGs80FDQ268qvLO5mQOPzmAuamH3dHaW\nZ40cn3jPZv58x8Xk51IosSTzVUGqZJPL2fy0uR9DnSaWLZjNqYR9DgOtp2ay29Jmz/wL3PYLGqYt\nMKWFJjyv9NCdNPZy/IRDpSwoVsqMpzOEPGHesfayhgbkAd3LBZ0dxG+IMDab59BoCsXRSecrfO2H\nB+luDrGhp4Wh7mYigdp+H/brp62zzHKxrMqWEOI64G8AFfh/Uso/PR3vGw0aDHbFuPeJo3z1wQPs\nO74Qk9DTEuK2q9dxy+UDPPT8KJlChXdeNtCQKv0yjhAUNI2RjQo+xYumqNiOzcZVHTRHohybnWHX\n5BgCsIIWxdQsm5tWEe1pjClyFB8n5FqeKelIWQ8klHCR1URAClK2wT0HbWzLg+OEqFYDJIwQsZYU\n61YvuJlK1SxtcoTL9VFs4WDjoCAYEDbMjRFOneCy5BzFcg4RDhGKNhMLCOasaUIsLHb5quRoSrJ7\n0ua5SYeJ3ELFmJ6I4KYBDxtbFB4ftTmelgwmBKtiCgmfIL7IH69HfLTvXMeTRUGxYiEdByFh1q9z\n/F/3ccuVg1xw25XMZUo4UlIoVChZNjLUeCX3+bu5JXoZqZmDWJUiE1aKsVKt3lI83lcLYCzn6SHO\ngDeM1+NH4iG2JAbZsnIcOPpNCrnDVKoWbcEKLesd+gauIdHUT6E4R3b+GJZ5kF2HSphmCkPVectF\nv95gRfRjEMkJ1qancISDIyQCSKYqBKMhNF832gmQqQIykyObi1Ao5Qh0BIhuXogJ8HgkaiiNWThK\nX3iAnuAQilBo0hPMV+cZK44zURmmZJcw/AatIT9r26KnBJO3RwYIXfKHFPIwkc5xKP0Sw9XHGB57\nEW1ymKBfxxfysNbYQp++lrXRMB7NwbNEkaw6RV5SX2JqwMS0TGzbxLarrF0dIJHoI9bmcHLsOXL5\nDKVyidnUBLlH93Dj1R9h1SJ3ZEgN03S4k8kf7CXPQv2evnUervzYFUyZ8xz7+jgBqePx62gBg3zU\nIvW2DL7ehUVTWCaFkefZMm9Squ5nMuVQyEB3z05ikR6KpXnSmVGCRpVWs0q/NDj2wrdo2vphWPSv\nqYqC7Tg8e2iK2XSJQtnE0FQGOmP4DA/JqI9coUo87KUzGSYRNuhrixIKNMr5+ot6uWpLF1Op4qv2\nV01GffiNH998PpUr8+9PH2ff0YWM3sHuGD9/zXq+8chhnj88ja6p3PaWtbTG/Hz+3/axbU0L63ri\nDTd7puUwnSpwx399C2OzeUpVC5/uYSpV4NhElk/fs5uqZSOEoLslTFvcT3siiG03WhQ2NbfxyY2X\n89jXHnulsKlEoowXeOHYY3ziN2/iF4bXkZ3Kkp5ME2+LU0wXaS013jR6RYAt/ot5dmZPzRYlq1Rw\neHT2MIbiY8OQxo7Im8gVLUZm5/GGTFp8LYS1xuD8weBq4nNh2tsnsbAYY5wn2YNmaIQSIYaLI2Sm\n0lwghlij9NOteNnQvo7W/iWlUSoVnOce5/0TjVmWbRe/G39XB/NPPETxpUPYpSJ6Ikl3RyeR5ovw\nBxrXekd3mF5fJNsaQFN0kBKP4sHfmWBvdphpJUvxHREcaeMgqTpVvJEKHl/j9ug3NFpjAtt2aE34\neWTPSR7eM/bKcUNTURXBxr4kH7x2/asW6wRQVQczO0Jm9BHaVD8qGvm0je3vZ2AwzIB3DsYmUBQF\noSmUpUrQaUGxFNAXtOxqscLIo7v5uewRbNvBqf+E27ay9uJu7D1PUM3lkRUL5+QoIW8YYekIr4BF\nWaQzaXhqWOWygSW9AhWBIiTf2+Vhe2+Jy1ZVuLw/j+JRaLhA6+TMPPvmjzJWSGHIIAKdslR425at\ndMYjHE1N8OXhR7FFFaRAoDAYj9C8pCRT1bKZShX52g8Oki+Z+A0VQ/PQEvVRNm2GeuLkiib5ksmJ\nqSy5UpXuZIjWhJ/O5Kmu0LOFZVO2hBAq8BngGmohH88IIe6VUu5//Vf+eKSUyHyBq7v8XP2hrRwc\nz3Lf7nFmCiaqpvL08Di6XeXd27uQikBVHLJzabwBP7p3wc6omCa95RLHRmwcma0vVA4TmXamdYtr\n10Xp9WUpFnJYWgA13IKteMlnSwSTCwuVzBdJ7jrKdcdO1hZxWRtjky/E2nWdaDOj/DImJg5VoeAE\nfagtHUQ9jcb8sBpha+wKvv/iMOWKRcW0qVo2nzs5ivQHeeuqKFdGr6dq2liWROQBGcYfjDR0lQ9o\ngsG4QLcNtsQlT01YfOtwLRBzeBpGMiZSwm/tNNjSpBL21SvKq7DYHm07NuMij6dX0BbUSRfKzGfL\nxKIGq1o0DmdO8vxLU9i2wJYOCElXLIo/1LhhSRPmJ7I8vOvIK/V+YjKOqqokOi7kiq09eD1gWjag\nUCzZFAogzcZFPGUVINyPb7aFJk+AvKfAMAfIjB9DnRkh0d1EwWvS4+8hacbQAhqlUomR6XEGOhe5\nfT0e5nWDE50t6IbANG3KZVBbmlnV38KBsRkeOZYnXxBACDtr0RH3ccVAb8N4vLZOy3SA/qd6MWWZ\nQwwjpSSkt+ANRLjkrTsYKHZQrBQppovohof0xDjpvjjh1YsCXaVg39gU/7rrILasNVqvVofoCiUJ\nGz7WrYpwZHaCWV1lhpeonnCIewNcOThAaNF6LtUAo9oFHPT6qVoOpuVgO5JmESShCvZOVfnOIQtH\nBnCkH48nyWBXC5HIkttcAcG+BOp8K1JKKlWbsmkzD3zrnx6mbecA2lVrUBwb3XHwB30EULHtRktz\nRQoOeQK8UGompAdw4mAGYFqYoIzT3R9g/qSPIxmHA2kFoWo0GQl6s2Xa4gvXqWWaHBw9SiZzCE1A\nuO6+iBaq9DYlaN3Wyj1P7mI0W+XYrIlH12h+0cfbtm6kp2/BpVQ0SxycGeHxvdPkS1UKFYtKRRJW\nwxiaxkUbmpD+FMWKSdWU6KoHj9AZbO6gt2nhBisW8nLrVYN8x6fxl1/f9UpNtYMjKQa7Y3xv1wnm\nsg5BorIAAA6CSURBVGW+/P1hfv8DO7juol7W9ZzqvikUi+x/6RAHjkzj1VW8qkCWFFYHfbzpilac\ngJfjY/Pk8hUsK0+mmMcx51kVa0xZz9pZfqQ9TeHdFVRUHMfGIzxsiq4nkUywL72fYd8Byp1l7A6H\nw/ZRQs0hOpKNPQAdyyR7coK++AxNIoZaDFAqV/AmDVZtbMVyLI7MnGQ2U0BFpTABfjvAwIbGmMiq\naTJnZ3hyfpSKZVEwLURlPbYiEE2dXDIQoRotgGUyaRZIRkHxepjPpWlJLFjgsprkgQtbOLp6OxK7\nbukXvHdgDX2JZqYjV/G1gyYOtXmnYtJmHuQ9ageL/zNNCrZ5vOgzwwghsOzatTE5+izxTbfTohgM\nludIZ6YwNB2v10+iqlPMzRBILASSV0yTp148zL1PHHlFWe9ugo5ojNa2JnYOJXhs934se56vfv8x\nKqYk4PVzzfb1dLcu3KQ5JhTyGl7RT8V0mC1JZkoS3wGFzoF20GOU4534qbKqNYzi9ZEZzyJtP0n/\nwrqhh4Js+OC7SOcrnJzJM58tUa7aTObKPPhchumUD8vWCfl1NvYlGeyOs7o9cor7Nx5w2BGYQNGP\nYjuCsgkVS1Bqa8X0+wmm5zj8wwxeTRL0gfTqKL1JohGFaGRB6TLw8ebmy1ilpsnki2SqJfKVCg/t\nP4oHDYGg3V5DwDAIej1Egz5awyHypQpBfWE/VTwW5dAI179DYFcNDhwrcORYhogWJuJXePb4CXJm\nntYWjY07A3iNMqqnSCxyZks5/LQsp2XrIuCIlPIogBDiq8A7gJ9Z2bJsi5PFSUazk2ALSh6bC7dY\nRAIxgqEolmmSKczz+IlhDK+KrnuJBIP0B3pY7NJVdI1wtIcdQ0FsS5KrVEiVs3iiOr6Ih5FyESEC\n+MMJ4noAzefFGw0RDjVOVn8swob33ciel6YpVkzms2VS+QpjQjC8d5rVHS0E+juwrFpLg6aIF82j\nElzaE0xxUBWboY4AIChUymTLZZTmMP5ICK8oMT43jSY0fIYPXfdhJCL4A42OasdxGDmRZmTcREqF\nDgd+qUXgDfsIhXVCHpNCqYw9m2VyXjBlCEJejc5mP+gLipJHwOqwJJ3IoTs6fWEVJ2wQjMRRdT/J\nmEJ4bQDTqqKgoCo2zYYXr9o4rVSPB48vyZq+yzEtk5JpYdo28XiSZEuSVNlmdn4OjVq1exVJQDeI\nRBotiDElTrJSZqZ4HEUXKHaYAXsr3oBBV38zmqZw5Mg4+XKVArWaVN3N7bT1NGbrONJidVQnMhhB\nc/xoioqqClB1ECrZos2m5hCOsPHpKj5DoTveim+JmVoVHnxVg9XJFhQpKFsWZdMi0JKkfXU3zmwR\nkVZQShpxoxXFo6M1+4jGG++8DdXD+pY2GNJxpM1MrsBMtoDmUQn7VXRdoSvYgopCwOvBZ2iEDIOA\noS95H4WrVq+iQ/di2g7pUonZXJFKOc9oykNvMsR7N25DU2p3lSGvjlfXT1kENM3DYG8HPiNEoWQx\nly8xk8/jCKj4Dcpmle3rezCEjl/T8ekainAILVnEdamxptiHUoyQn6tgmg6KELS2RAhrMZS0ylqj\nic3tgnjYh1U20aSDz260OimqpDfuRVnXgk9TUYSgYjokw0k6+1twpMUlq+NUqhYSB9u2SXoThGKN\n15eh6CQqBtuiHuywTrZgkq1YxKI+/JEA1UqJ9JSFTxN0hA08qkLUF6F1SVkFKSXTE+OsCmT4q58f\n4MRMActx6O1KEIlHuWjNpRwZnUWRDn1tAlGd5eRYhWRTAsNYkJGmSXr8BWItaRRqNyxlu0isex3+\nuIKVHqeHMTx+garooHvwJpJE4o3fe8If55rAxcxmxqiaNulKhVylymzRplQoEQTWVPvQpYPP78fw\n+tEDfuKRRgVQU1QiAYP1ejtVy8T0lpEei0QoRtiIUU6XCZ5UiatRdE1FUSDW7CHUtCR+TEjSZppA\nk0kIiEuBaaqs7eylv7Ofsm3xzLGjVC1ZOzedJVap0N3e2/A2YU+Q65su5mh1FulI5goVUrkqB/dl\nmY0JYqEAb/FdiyIk4YCBroDuUYipS0pdOCpBYy3BaBKc2v5Rdip4dIWpXJlVnRHWrN2E1/FieHRM\n06RaNXGsJTchjkNHQOOKIR+GoiNtqJgW3qBGa48XoZZY2x2jWnWw61XrW4IxEkv2C6GrOKsSTKs2\nCg7ScgjbFglfK7EmP02JBEfHJVXL4pAUqNIh6NNJxhvlrCqCYr7IxOQsioRKqcDkfAFd1xjsCrF1\nME4mXcZrKLTHDAyqpNN5wn4PNWdTDVtIihGdxHaBbUGx6iFnKTQZZSJRGzSDXFuMApKSDh7FwS9L\nqKqXxRYun6qQnJ9mYv9xkkATtb0o2N1HIBajTy+TnRinaBaomgphy8LvjRA3loTlVG2i02GcMYnt\nOKyp2iQDVTzeEqFkhERPM2a+QpgAWlXHYymUSyWypQyBzkXZ0I7DyLGjjIxN4QCmaVKqWgRjTfjC\nAbyKRSaXQTgKXk1B1zRCoTAdra34vKe/nNJyKlsdwOiixyeBHUtPEkLcDtxef5gXQhw8DZ/dRK2H\nqssb5pM/yUmunM8MrpzPDK6czwyunM8MZ1DOP9F+cb7y6unqS1hOZevVEl5OCZSQUt4J3HlaP1iI\nZ6WUF57O93Q5FVfOZwZXzmcGV85nBlfOZwZXzmcXy1MNs8ZJYHHltE5gfBk/z8XFxcXFxcXlrGM5\nla1ngAEhxCohhA68D7h3GT/PxcXFxcXFxeWsY9nciFJKSwjxceC71KLx7pJSvrhcn7eE0+qWdHlN\nXDmfGVw5nxlcOZ8ZXDmfGVw5n0UIKU+tN+Pi4uLi4uLi4nJ6WE43oouLi4uLi4vLf3hcZcvFxcXF\nxcXFZRlxlS0XFxcXF5fzCCFerw25y0pwXihbQohBIcTFQgit3ibIZRkQQrxNCPGfV3oc/xFxF8/l\nQwhx+stFu5yCEKJLCKELIQL1x+fF/nO2IYTYAVyy0uNwaeScn+xCiHcC3wb+BPg88J+EEGdvN8pz\nFCHEtcAfcxraLbn8eIQQO4QQbxZCbAeQUkpX4Tr9CCHeCnxcCOH9sSe7vGGEEDcC/w58GviCEGJQ\nSum4CtfppT6f/wEor/RYXBo5pye6EEID3gv8opTyampKVxfw267CdfoQQlwC/CNwu5Tye0KIiBCi\nRwjh/3GvdfnpEUJcD3wJeD/w+0KIz4OrcJ1u6nL+M+AZKWV5yTFXzqcBUaML+FPg48AfAk8BPxRC\nDLkK1+lDCPEm4C7gV6SUu4QQwfrzvvpvV84ryPkg/DDwcrvvbwLfAXTgNnfBPG3MASbQJoRIAN8C\nPgvcLYR4lyvn00fdDf5B4FNSytuBXwAGhRDfAFfhOl0IIdYDfw98Rkr5kBAiUQ9HuABcOZ8uZK22\n0DjwI+AwMC2l/D/UlK8HhBBrpJTOSo7xPGIj8DgwJ4ToAe4UQtwBfFEIMVBXbN05vUKc08qWlNIE\n/hJ4pxDisvpF+xjwPPCmFR3ceYSU8iBwI/BXwB7gn4CbgPuBW4DYyo3u/EJKaQO7Fz3OSinfBLQI\nIT5Xf84tjvez46Pm1nKEENcBXwM+BfylEOLT4Mr5Z0UI0V93g0eBCPD+l2Uqpfxb4G+A/yaE8LpK\nwBunLuf1wD3AE8CvUFO6nqRm6XoO+DshRMid0yvHOa1s1XkUeAD4eSHE5VJKW0r5T0A7sGllh3b+\nIKXcQ03B+l9Syv8rpXSklHdRU7S6V3Z05z5CiDWLHo4BvyOEWCzXm4FEfVF1eYO8LGcp5S7gy8AQ\n8BngG9Rain0EWCeEuGzFBnkeIIS4idrm/xfAJ6nJ+leFEL+36LR/BipSyrKrBLwxFsn5Dmoxtc9Q\ni6v9lJTyb6WUT1MLARkDKis2UJfla9dzppBSloUQXwYk8HtCiLXUJlULMLGigzvPkFLuZ1GAvBDi\nFiCJK+efifqC+c9CiHullO+TUn5JCDEIPC6EuFRKOSKlnBVCWEBohYd7zvIqcn5cCGECj0gpv1k/\nbVQIcZKa29zlDVCP8fwL4FYp5W4hxJ3ARdQy5J6su8q/Ss37sE0IEZNSplZuxOcmryLnO4D3SSl/\nTQhhLDr1zUAf4AeqKzBUF86jdj31ZteXAh+jlonxN1LK3a//Kpc3Qt3k/2HgN4F3n8Gel+cd9TT4\nf6F2d3oJYEgpb60f+2Pg7dRii5qADwA3SCmPrdBwz1leRc66lPK2+jGflLJU//sW4HeBd0kpT6zU\neM9l6krAGinl3fXHSeBuKeWNQog+4A+ordEXAR+WUr6wYoM9h3kNOX+e2tyt1p/7ReDXgdvcdXpl\nOW+UrZep3zVJN+hy+agrW28GJqWUB1Z6POc6Qoh2IAt4qbkDzEUK181AK7AN+Gsp5b4VG+g5zqvI\nuSKlfP+i4x+kljH3YVfOb5z6GhyQUmbrf7cB91G7UZioB2+P1c/JrORYz2VeR87XSiln6ortx4E7\n3XV65TnvlC0Xl3OZerbnnUBVSnmrEGIIyLtWltPLIjmXpJQfEEKsA64E7pdSHl3Z0Z0/CCE81JTb\nb0sprxZCfAC4DPgvL1sTXX52XkPOFwD/Q0qZXdnRuYCrbLm4nHUIIZqAP6fm7lKBK6SUJ1d2VOcf\nS+QsgDdLKd34w2VACHE3tdjOa4EPua7D5WGJnD8spdy7siNyeZlzPkDexeV8ox4Mvxe4HrjGVbSW\nh1eRs6tonWbqIQcaNWuWBlwtpTy8sqM6/3DlfPbjKlsuLmcZQogYcAO12AvXArBMuHJefuolHar1\nZI9nXAVgeXDlfPbjuhFdXM5ChBDepS1kXE4/rpzPDEII4dbSWn5cOZ+9uMqWi4uLi4uLi8sycj5U\nkHdxcXFxcXFxOWtxlS0XFxcXFxcXl2XEVbZcXFxcXFxcXJYRV9lycXFxcXFxcVlGXGXLxcXFxcXF\nxWUZcZUtFxcXFxcXF5dl5P8DjsAmOnwdUcUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rm: _static/examples_images/ww_information_logo.png: No such file or directory\r\n"
     ]
    }
   ],
   "source": [
    "lm.demo('fig1d')\n",
    "outfile = '_static/examples_images/ww_information_logo.png'\n",
    "!rm $outfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YPsE5xtc55YP9e4vVtoIxVPGL2KKULur5mUMpze352fvKdXdwSqmFUjoWQDqAiYSQkTxj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\nxWUZcZUtFxcXFxcXF5dl5P8DjsAmOnwdUcUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load ww information matrix\n",
    "ww_df = lm.get_example_matrix('ww_information_matrix',\n",
    "                              print_description=False)\n",
    "\n",
    "# create and style logo\n",
    "logo = lm.Logo(ww_df,\n",
    "               font_name='Stencil Std',\n",
    "               color_scheme='NajafabadiEtAl2017',\n",
    "               vpad=.1,\n",
    "               width=.8)\n",
    "logo.ax.set_ylabel('information (bits)')\n",
    "logo.style_xticks(anchor=0, spacing=5, rotation=45)\n",
    "logo.highlight_position(p=4, color='gold', alpha=.5)\n",
    "logo.highlight_position(p=26, color='gold', alpha=.5)\n",
    "logo.ax.set_xlim([-1, len(ww_df)])\n",
    "\n",
    "##################################################################\n",
    "plt.savefig(outfile)\n",
    "plt.show()\n",
    "!open $outfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running ../logomaker/examples/demo_fig1e.py:\n",
      "-------------------------------------------------------------\n",
      "# do imports\n",
      "import matplotlib.pyplot as plt\n",
      "import logomaker as lm\n",
      "\n",
      "# load ars matrix\n",
      "ars_df = lm.get_example_matrix('ars_enrichment_matrix',\n",
      "                              print_description=False)\n",
      "\n",
      "# load ars wt sequence\n",
      "with lm.open_example_datafile('ars_wt_sequence.txt',\n",
      "                              print_description=False) as f:\n",
      "    lines = f.readlines()\n",
      "    lines = [l.strip() for l in lines if '#' not in l]\n",
      "    ars_seq = ''.join(lines)\n",
      "\n",
      "# trim ars matrix and sequence\n",
      "start = 10\n",
      "stop = 100\n",
      "ars_df = ars_df.iloc[start:stop, :]\n",
      "ars_df.reset_index(inplace=True, drop=True)\n",
      "ars_seq = ars_seq[start:stop]\n",
      "\n",
      "# create and style logo\n",
      "logo = lm.Logo(ars_df,\n",
      "               color_scheme='dimgray',\n",
      "               font_name='Luxi Mono')\n",
      "logo.style_glyphs_in_sequence(sequence=ars_seq, color='darkorange')\n",
      "logo.style_spines(visible=False)\n",
      "logo.ax.set_ylim([-4, 4])\n",
      "logo.ax.set_ylabel('$\\log_2$ enrichment', labelpad=0)\n",
      "logo.ax.set_yticks([-4, -2, 0, 2, 4])\n",
      "logo.ax.set_xticks([])\n",
      "logo.highlight_position_range(pmin=7, pmax=22, color='lightcyan')\n",
      "logo.highlight_position_range(pmin=33, pmax=40, color='honeydew')\n",
      "logo.highlight_position_range(pmin=64, pmax=81, color='lavenderblush')\n",
      "\n",
      "# show plot\n",
      "plt.show()\n",
      "\n",
      "-------------------------------------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": 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58vPz2bJlC7W1tYwdO5b+/fu3ejxH/6Nd4A6/DnoTHHmr58XY9mcI972M0Lh7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\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rm: _static/examples_images/ars_enrichment_logo.png: No such file or directory\r\n"
     ]
    }
   ],
   "source": [
    "lm.demo('fig1e')\n",
    "outfile = '_static/examples_images/ars_enrichment_logo.png'\n",
    "!rm $outfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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58vPz2bJlC7W1tYwdO5b+/fu3ejxH/6Nd4A6/DnoTHHmr58XY9mcI972M0Lh7\nAIg0EqXbN23nmw98k2effJZdW3cxfdb0ZnPEXE5Xt4ixL7/4Ep1ex7Vzr0Wv19N3QN+4x04i6RJW\nfxvqj8KNn4IxsUGEBeqaCqCBc8l9fh1s3AZsA7SSm0tu/Abkv6PlV23/jVZvq1HOWHFZKZdOmsKJ\nwgKKy0pbF2NqCD66CcI+uOFDrZjqm+O1fKwzEWOn4q0AnUnzgjVpL9fGCDk1+9UQBKLrBIc8HDhy\nmAXzb8NsMpGUmMi23buIWO7iwQ9NwFHgoWhHJuA4S54IwYm34PoPoHIbHPwHjPm+tmLBkVdh1H9B\nxZeaYBud2/oqAhcQbYqxr8xi4AtFgyhrvN0CpwqvdgmxumOw9iFt5shFd2g/uFFOnjyJ3+9n0KCG\nL1vMg/Nkbm4TIVFbVUVqVhZJqanoDYZ2zagsPnqUEZMnc3D7dkpOnGBItBxGbUUFadnZpPXqhWv9\neoJ+P2nH3sG2/194RiwgYuuNfdtTKGqYAUFNrDU3nqO6Gr/Hw7ZVq4iEw+0SYy2FLzsa1oy9P3/4\nofal/tmSlHjbqbTkFYsR7HMZh2/bgXnzYhRfHYFhP2JQ36v5+L33yM/PZ+rUqSQnJ7NmzRqmT5/O\nxIkTW+xr3bp1fPOb32Tp0qWsX7+eO++8s+WB645CJAB3btaSez+5TxNnVzzVcPfYxaiqihACnU6n\nhaQdx9HXF+Af3WC3f+bvQNFTWlSK1+OluKCY9Mx0tm3cxrSZ03A5XWRmZ5IzOIdAIMC+nftw1Z9d\n3lg4FMbv92M2m1sNdxaeKCQ1PTUuki1WC2Mmjmm1byEEpaWllJeXEwgEsNlsjBgxAoul+ffc4/Hw\n8ccfU1JSQlZWFuXl5QwePJh58+ad+QvsJES0bpXSSlmE9uBwOMjPz8flcmG1WhkyZAhpaefeDOOW\nctDi1+KyTVC9H4bdcvbLmdUd1BLU7Y3EkDNf83A5DmsFW4fdBekTGo6PeXka27bof8l95KGmYUXn\ncW32YWzR72BD8dbik6VcfsllZKSlU3yyrHUbS1dpYdJrlkPSQK1tdC4Yz8BL5KuEzKnQa7omzI4t\n1571ZrBkQu8rAAH5/9HaMybAoFu08KQhUdsGCmqCVNfWUO+sZ9LY8VRWV+MP+Nm8c3uT96PJduGH\nkNAHDr2ozSp1HtM8br2vgMMvw8C5WqK/42B0huplHX99LdGWY8ZbCQEnpAxptfxIT9DunDFFUf4F\n/FAI4YjupwKLz4klkZr7sW9NkJ1pLDr/Ixg6H469A6UbYcAsQPO2/PWvf6W+vp6f//znDBgwoFUh\nUVdZycHt2zXhE4m0K4m/+Nj3lZmTAAAgAElEQVQxpsyaxYn9+yk5erSJGNu1fn28j9rKSnqpERQR\nibqhBUp0mYoEWwI6vZ7KktNrTTmqqzlZWMjJQk17W2zd5yY+E9HVnOATQrBuxQr2bdrEtOsXYLXZ\n+GT5cr6RcIBPPvmEu+++m8su0774Y8a0/iPvdrvJy8sjJyeH9PR0tm3bxvz587FGPZKVlZW43W4G\nDhyoLapdukH7glfugpShWrij9yVQsQPOdr3NdvLmm2+ydu1a7rrrLqZPnw4OLVzSZFmrqDDcumEr\n02ZNIzM7k+mzpvPOsncoyi/C7XQzesJo5sybg9fjZd/OfWc8o3LT2k3s2rKLkeNGkpaRxpZ1W5h4\nyUSmTp8KaOLD7/NjMBowGo1YrBbq6+oRQrD+8/Ws/XQtqqry9OKntQ79Du0OPrE3KDq8Xi/PPPMM\nNpuNr3/969hsNl555RWys7Pp1asXFRUVVFZWEgwGMRgM5OTk8Oqrr1JTU8Mvf/lLTCYTBQUFFBV1\n08oYreD3+3n88cdxuVw8+uijZGRknFE/77//Phs2bOCOO+5g5MiRfPjhh9TV1XHttdd2uK/GYqm9\nkQOHw8GGDRsYMGAA48a1ncESi0qcuk3IB5/nat6cuiNw5VMdtj+OMx/+czGYUrT8pdjN0bHXtTDZ\n8Tfh6HJNjPWOemKPLYeBjSYVCdFyXlf9Cbj4CW0GYtHHsO/P4K9FmFOpqqkmMz2d/n36UFLWxsSi\n0i+054xGN4gTHo5vBoIBHPX12JPsWFu42YjjrYBB82Dcj8FVEBVjlZoY6z0Drn5FO+6V1eCtIPfd\nIpYsehUgKjZfJfeRh3jqV9fy5wHfhC1/hS3wQ4AhwJ7nmL7odO/VkkX/C+9Mg+RhMPVxOPEf7X3e\n/RRE/JpAHP097bepdp8m2LIvaX2dz5AH6vPB1qdtUR77bW/smIkhBLwxC2oOwJ1boPfF8T8FAgH8\nfj+JiYndV9LpFDoym3JcTIgBCCHqgJbdCucKC0XDP+RsEwLzV8Jlj2ou4/yV8eatW7cyffp0srOz\nWbNmTZvd1FVWYrPbsdpsmC2WeEmKlhBCUF5URO+BA+k3ZAjFx7TSBF63G5/Hw5ZPP+XIbi3xNJbE\n3xyKXk9KRgblhYWEGiXxCyGor65m3PTpXH3bbYyYPBm/x4Pf24MlIqI0Dks+mZsb9x6cyvG8PIqO\nHGHzJ58wc/58Jl15JSOnTGHmzTczcuRIrrjiCtasWcOaNWvYt28fO3bs4MQJLZwQiUQoKCigupE3\ncNOmTVx++eUMGzaMm266iXA4zObNWpJqMBjkueeeY/Hixezdq90N5y7ZBnPfhj6XkfvQozD3bXI/\nzj57ISZE00rfUcLhMKFQKP5++P1+jhw5wvjx41m3bp3WHiv1EV2X1Lb8OmzLZqNueQ6X00XY52Fw\nkgN71SZmjTRQsHtLvKwFgDXBil6vP6MZlUX5Raz49wrGTRnHrOtmMX7KeL6d+23GTx1PbXUty/+x\nnJeefYmNX2zkpWdf4uN3P2bspLG4nC4O5R3iitlXMGbimIb/t/skrJgPr02GrU8C2veusLCQ2bNn\nk5ycTH5+PpdffjkATz31FG+//TYDBgxg8uTJhEIhioqKOHToEEOGDIl73wYOHMgVV7QdCu3q2YSr\nVq3iuuuuIysriw8//DDeLoSgtraWoqIi8vPzOXnyZJPvQMym3NxcysvL+eijj7jyyiuZNGkSmZmZ\nLFiwoF2v71RUVeX2229n+PDhzJkzhzlz5vCLX/yCUCgUt/fxxx9n9erVTc5buXIlx48f55VXXsHb\nxvWjOXEXb9uzBEZ/Cy79H9j9DLjb8Cq1xuF/wYSfQaAWCrXVUBBCEwnGJEi5SMuX8pRC0gAY8nXN\nU7b++5qYWPffcHJdy/07T0DOjdD7cuh3Tbyt1lFHOBzmw1WfUu9ycbKinEgk0nI/sUr/Lazx+PEX\nq3niL4v5z8r3237NvsqG2ZHWrGhbRUP1/RjWLPBVtDipIDF2Ux4LG37H02YIMXfrNHI/yyT3kYfI\n/fuX5B68k9wNo7X8Oks6mOya97DvVdr7H3BoOWKxPLFT88U2PqqJqI+/1fbrbo3SjZA+Rrtp3vtC\nvNnv9/P888/z3HPP8fLLLzf5fnk8Hvbv309NtHxUmwgBe/+u9d/Cb1VLdESM6aLeMAAURUmjY7Mx\nT0NRlOuiyysdUxTl522eEFO7i5Wm2y3RkscsysPfv48ccwUPf78dzr2QFxxHIW0E5MyOizEhBGvW\nrKFv374MHz6c7du343K1/uPlqK7m3l/8gvt+9SvGTZvWZpiyrrKSgN/P52+8gcvh4GRUTNWWlzNs\n/HgefOopHnzySQxGYzyJvyUGjRxJMBDgy5Wa/TXl5ez98ksc1dVMvPxyplx1FWMuvRTQ8sh6kqN7\n9tB/6FCumDuX23JzuerWW1n56qucLCjg4aqf8fKgt9l3bw277q7gk+XLKTxyBIBeAwYQ8Pspzc8n\ns18/DAYD3yhdwM9+9jNm7phFnz59GD58OIPfGQJo3oTPPvuM3//+91TGPIy1tXg8Hmpra9mxYweD\nBw+Oi7f169fHQ5wrV65ECNH6D0sLVFdX89FHH7F27Vp27drFypUr2bJlC5zcCu/MhQ2/hEPLYPPv\n4J0bqaio4Pnnn+f1119n79697N27l8cf12oub9u2jcmTJzNz5kyKi4spLCyEdM17qqvR3pfgxAcw\nnNyGNVTN/dPgxuIfYTi5nVHTrmTuOJiTtAmX00WSXcstVBSlSeHX5MUpcdsbbzdHSloKtkQbxw8d\nJ+DXJoyYLWZ0Oh2vvfAaVRVV3PO9e7jma9cw7455DB4+mGkzpzFy7EiWvbiMd5a9Q3FBtEhyJAQf\nfQsGXK3lan75KBSuYty4cdjtdr744gu8Xi+qqvLcc8+xf/9+SktLycjIIDk5GUVRmDp1KmPHjiU7\nO5v8/Py4qIjR2aUcHA4Hx44dY//+/Rw5cqTVa4Lb7Wb9+vW43W6ysrLYunUrZWVlHDlyhF//+tds\n3boVm81GSkoKX3zxBaqqntbHkiVL4uFNn69hOTGz2XxayDYWzgatsvr+/fvZtWsX+fn5HDp0iC1b\ntvDll1/yxhtvcOONNzJv3jzmzZvHrbfeik6no7a2lp07dzJjxgzef/99HA7tHr2qqoqysjLuv/9+\nFEVh1apV8TG9Xi8vvvgir7/+erP2NyHghP0vQ9AFvmitrM2/a/2cllDDULBC8xD1maXlKQFUbdP6\nDdZD6mjNY3Ts39rfpj+jJaMf+Resvlsrd9FYwDTGV6WF21wF2r476mU9uY7islL0Oj37Dx/C4/US\njkQ4WdnK9TlWTLbi9Np6gWCAfQf3c/P1N7Jl53bqXc6GPzYWL7HtxqUqDAma6PFWnF7C4tT1KZuj\ngzldSxb972l11JYs+l9yl5fC9D+T+9gT5C5eqm1/YABLGuJ+N4sjT/HT8od4p++/GzpzFmsToW56\nC058CCUbmozVoe/pvr/DuAdg7ANa6aGAE1VVefXVVxk6dCgzZszg8OHDfPTRR/FTPvjgA5YtW3aa\nSGuRQ8ug+AtY/QM4+Fr77IrSETG1GK28xVtosytvB57o0GiNUBRFD/wNmA2UANsURVkhhDjQ4klt\niKsOIVT+OKtM+8IrVdpdiaKDA69A/sfahd+aBoWrtNlxtl7aReK1SZowcxZAfQFHK4IkJycTDocZ\nOnQo27ZtY8OGDYy6/vpmhw1HfwRia0KmZmbi93jweTxYbTaWjviAE/v343Y4uO9Xv8KCFqLsN2QI\n6b16YU5IoLKkhLL8fBzV1WT27UtCoubJSM3Kora8HFrJMx998cXsWLOGzZ9+StHRo1QUF3PZddfh\nqK4mKVXT2vboc21lJdn9+7N6zj42ffIJJwsK+OZDD9G75e7bJObpaiknrDGr3nqLhMRELp0zB0VR\nGBINLb7x7LMEAwFmzp8f/wHKfeIJDu7Q1karKCrCkpDA/s2b2bV+Pcnf+x6jF4r4nUd6ejQZdqEg\nLy+Po0ePcvXVV1NTU8OLL77Iww8/jN1uZ9WqVUydOpXbbruN8vJy8vLyCAaDrFmzhokTJ2I2mykt\nLWXPnj1MmNB60drKykqOHz9Or169GDRoEH6/nyeeeIJx48Zx7733AjB8+HACgQC8O03LE5m/okkf\nH738Mvv27eNPf/oTxujnZ/LkyQgh2LhxI71796auro7ExETWrVvHwG99i0jWeIxH3sN/xW8IDYuG\nXcI+rKt+QmjUAoITvgOAP2scCMGBRxdz7NAxxk0ex9YNW/G4PBzYe4D5d85v9fXFxFny4hTqFzqw\nJ9v58a9/zP7d+1n90WrMFjMKClm9szhZcpIJUyeg0+nYtXUX9XX1pKSlIIRg0qWT6N2vNz6fj5wh\nOYwcNxJOfIA/bQIF1tnorSHScqpQt75E+tcm8vjjj1Ow/mUqP3yIeus4brnlFiZOnMiECRM4uH0V\ne994BFKG4U4cQVZWFt/97nd56623+MMf/sCYMQ2et5hwbhwyaw4hRKs5XV6vl2effZbExEQWLFhA\ncnIye/fupbq6mqSkJEpKSnj33XfR6XTcd999WCwW3nrrLfr168f1118f994tX76cSy65hLq6OjIz\nM9Hr9WzevJnCwkJqamrIik7+aUx2djbz5s3j008/xWw2M2jQIILBIHq9nkgkwvr16xkzZgzp6ekU\nFhai0+moq6tj586dPPqoNnv24MGDFBUVYYjOvLbb7VRUVLBhwwZqa2vJyclhxYoV8cksZrOZd999\nl3vuuYcPP/yQIUOGsGnTJkaPHs3q1auZOXMmSUlJvP/++wwcOJAVK1aQk5MTTxdoluMrCGddQolt\nJiEVMtIOoFQWklR3An3q4NY+hqdT/IlWXubLH2n7J9dp5R52/UFLZB+6QJshabBC3jMw6gFUg43X\nyqdR4+3FlRdPYdLFs1vOL3IVaMVVD7+secUOv6y1V22nWIzixtlzmD71EhzOen6x6LcUl5XSr3ef\n5vsacAPYh8K2X2vLC2VM0HLaEnqxKa+MzPQMkmyJqEKwdtNG5l7b/G8MoAlQxxHod7U2OzPshcL3\nIXGANmFh5P1a0dbafVrCvq+q1VUDOoPWSnrsO3SA3lnZTB47nnc+/pCrZlxBcnICbH4c0kbCyc2Q\nehGs/zl8Yz1U7eUff3yY/qZkgsLAMwtv4sGFv4A+lzV10CxWNI3gr4Oi1YDQBLoahEPL+P7zWmRj\n166GemgffPAB06ZNQ1VVioqKeOCBB3jyySc5ePAgo0aNavkF+mpg3U9h6s/AXQpf/BgGXg8J7Us5\naLcYE0K8oijKDmAWWlmLW1oVTm1zMXBMCHECQFGU19Eq/J9Zn839A1pjR3SW4/DbYM1PtFmSI+6A\nj+/R3sxx2o8Uw27R3I2rvgez/0/b91bDc1mQv5L9xzPpZ3UyoVeYsjo/lwxLIViwhlDwaozNzNY7\nsH077vp6dm/YwIQZM/gyqsL3b91K75wcDmzbxowbb+Sz11/nk2XLuOm++ziRl8fQsWMZP3069TU1\nbPv8c47n5VFZUoKztpaLr76akhMncNbWUl9TQ6R3825ugN4DBzLm0kvJ27yZsvx8QAt31pSX88my\nZdzyX//Fp8u1gqUHtm1jwPDhfPr660z/2tcIB4N88NJLfPuRR1qs4t+Z3Jaby/bVq/lk+XJSMjLQ\n6XQYTSb6DBxI/oEDlJ44Qb8hQ+LHXzRhAkPHjWPVW29x5c03k5at3QEKIaisrCTr1egd4WKFA9fv\nJy0tjb179zJmzBiysrK4/PLL2bNnD2vWrGH37t3YbDYGDRpEQUEBO3fuJBQKsXLlSux2O9dddx0u\nl4uDBw/y3nvvMXz4cBISml/OpKioiDfffJPx48fz5z//mXvuuYcJEyYwY8YMDhw4wMaNG+nVqxdC\nCFRVJe3KP8Kmx2HVg9Dvcm0GlL+WefPmYzabee211xgwYABGoxEhBCaTCZfLxbe+9S3S0tIoLy9n\n+/btXH311SRf8Rtsb99K4r+vJzjqG5pBOhNqcg76it3ajYUxQbsRUcDv8+Nxa3e9LqeLcDiM33dm\nVbVtiTYunnFxXKDFGDd5HIfyDlFeWs6IMSN44U8vYEu0sXX9Vhx1Dn7y6E8wGAyEw2Fqq2r5ZO8J\nVqzw8sgjfenXrx9i3HR2795NuiUFU+l6hrs/ghHTGbH1tzBrPaSng6ecy73/gtG3w5ofwU1vQ462\nDM3FF19MSUkJhw8fZu7cuYwYMaLV11FUVMTUqVOpqqpi+fLl3HHHHa3mlRiNRvx+P/X19Rw9epS3\n3nqLyy67jMzMTP71r38xd+5c/v3vf/Pqq6/yne98hyFDhrB9+3Z27txJamoq999/PxUVFYwcOZJ5\n8+ZRVlZGTU0Ner2egQMH4vF4ePnll8nOzmbhwoUUFBRw4sQJxo0bx3vvvQdo4cLGJCUl0atXL2bN\nmsWJEycwm81YrVbGjh2L1Wpl8+bN2O12fD4fer2e2bNnc+zYMV566SVuuOEGbDYbq1atYuzYsXi9\nXq699lr69OlDVVUVJSUl7N27l4SEBIYMGcK4ceNYt24dVquVw4cPk52dTV5eHtdccw2DBg3inXfe\nYfz48SRYrTzyg3voZQwQFAYe/cFd/ObRX7LZOZSlK7fw3e+mMHzEcOqyh7Fr1y5mWXoTcbtZsWIF\niqJQXV3NPffcQ1J0ljicktumhrVcpX7XwiVPNJRv2PUHNqX/jM2F27jiwBHSUgYRmraa4wUFXG+w\nsfLzTzEajAwaNp5/fbCazP6j6d+nb7P/a9U2gJLBv6AukkxycRH2nPvxJs1GnzKIfesPMGq49tkq\nr6xEr9ez50Ael02eGk96BxomBBgs8LWPETt/D6u/CWE/SspwIjOeY8O2Ldx6w00YDQamTbmYdZu/\n5NorZ2E2mVk94iNcbheFJcXcdcvXyQBNaHqiOWq+Sq1MRsilzRJ1F2kCzF/bMNmghdBod6CqKh+v\n/pwhgwbj9ngwGY18smY1t88Zi6jcg2vS/xDIvJSkmnz0ZWsRB97AVPo59107GPeAm9FbUkhIsMUn\nOqyeuAqHw8H27duZM2cOVwJs+yOkDIarntGS+E9uhh1/ZsnTm8Gi3Uiemhe5bNkyMjMzOXDgAL17\n92bFihWMvGgYyq5ntOvl0HmaR9Vfq12jt/4BBt8Ek34AvabC+7fBuofgupfb9T50KMwohNgP7G/z\nwPbRFyhutF8CXNLaCbW1taS91GiK72IF1wNOampq2Nr/3/Tt25fy8nJqamqYlpfHsGHDMD9raXJ8\n2YJSsvVV6I+8ge/yv+K1DiJh6HaM+15C9Lsa47z3tAT9WAkLRa/dMRR9Do5jmhjb9VdIHQpH/8P8\n0d+Gw5tBXEZOpo2c6b2g9jCFBv1p+U4PP/ssep0Oe3RmUygYxGA0kpqVRSQcZuPKlVx+000MGzeO\nuspK8rZs4eCOHVSdPInf52P89OnsXLcOe3o65UVFmC0WUBT8Xi/1NTWYExJQFIWwVU8odRjCkIDQ\nmQilaj9CwYie2ooKZs6fjyUhgcLDhxkwfDjDx48n/8ABEu3aktrWxERSMjNJTE5m7bvvMnrqVEZP\nnYo1IYEv3nmHTR9/zJUtzD7zNBOOqa2oIDElpVUBd+p79bMlS6je/TnG+gKGz/4GVjzUnsjDWxtg\n+tx7Sc3MZOtnn7Fr3TrMFguKTsdl113HzJtvpqyggKqyMnwuF7OiSfdvv/02fYa+y6RJkygoKKBg\nxw5GjRqFwWDA6XQSDodJTU2lb9++2O12cnNzWbNmDUuXLiU9PZ2KigqMRiOTJk3C4XCQl5eH3W7n\n+uuvp7i4GL1ef1rC89NPP00oFGLr1q3MmTOH5ORkQqFQ/Ef31rnXM/+aqfz8l48SQccvF+aSmJFF\nuX8qB/s+hUkPFdsOozcYGT15Bo7jx6mqqmLKlCmkpaVRVFREQUEBN998Mw8++CBJSUlY/mbljjuK\nMRqNJCcnE7DMxLPgE4yb/oh+71ICQ+cSHj6X4KT/0mqQffTfBCzZGC0JiKQ+pGWkxcNIiqKQlpmG\n0Wik3lHPqct1V1VUNVvywlHrICExAYPBEPc81dXWYbPZMJqM3LLgJg5sWseXK95EZ7SSadcxaHhf\n+l00hm0bt7Hh8w2kZ6WjN+hRIyoTJkzA4XCwZ88eampqMBgMGAwGfKU7Ma//H8Jj/x/6pN7oe09D\nfJYLM59Gv/UJ7a40eRBc9A1Yu5DI7L/zxf56qqurmTF5JGk6B6vefRn9/LsZMmwkP/jBD5r8//7y\nl79QUlLCypUruWr6JAj0YsO6tax8y8uls27i0GEt/JuSkkJVVRVGo5ERI0Ywf/58SkpKKCoqoqio\niGuvvZbRo0fz3rvvcum4IfRPVpl/7aVsXLuKLV+sIC17KKmpqYRCIWpqati3bx91dXUM652IWnOI\ngRddSmpaKiZ/OaJ/P8J6FUVRCAaDeL1ewuEwKSmaZ/F3v/sdZrOZhx9+mEWLFhEIBOL5dHv27OHD\nDz/Ebrdz/PhxUlO1matOp5Phw4eTnJyMTqdDCEGiUeWnd02jpqqCqpJVDPRV8dPv3ETf0eO59NJL\nCQQCfP/73+exxx7DYDCQlJTEyJEj8Xg8sFhh0n81XAeWLl3K9OnTufLKK8nIyODNN9/k008/5eYh\ntSy6qpbA2Afx6pJBUQg6Shg+bBJXXHEFBw8epLa2loqKCo4dO8bggQPYu309gwYMxJ6axbbtTt5Y\n+jJfu/EmEkNlKPUn+NNDtxDe+jSBhP7o+k6jqM8Pqax10KcgH2MwmbrhL6AYzCQm2rHZ7NS7nBhN\nZlRVJT09gwNHj3C8MJ9bbrgJg15Pycky3v34Q+65fQFJiUlxEZX7yEP85bd/IGJIYat3DIpOx/hw\nGE/mLMgEvclEMPgPCoq1CVEnCvNJT0nF2yiEfCout5s9BwoJcBvqgFsoKi1l6kUTMdYZ6N+7D9W1\nNYwbNRq9Xs+YESPZsz+PyupqBILxo8bgdLl4cdmrLLj5VnLsQxtyxSwZmsfNmqm1BZ3a75oxSWsH\nUHSnCcRnfvcker0ef8CP5dXo7+6LNjx3VmE0GDCZTM2KSq/Px0OP/0+T9qcfewKL2Xza8X/97R/Y\nfSAPg9HIpRMnoygKx4sKOHj0MEcunsLG0H+TeUJhcmoY99Tf4XQ6sdlsVDOGo0eP0s+VwZbPt5Ce\nns7s2bPJW7uWwsJCpkyZgsViYVV0ktzIXtdzpKI3mUfySbTo8I34A9XV1VwcAWN0TWOLEoSgGxCU\nVdZRUFDALbfcwogRI3C5XBw4cIBde/aR0+dmaov2Ig7lUVXrIiHBRs7gYaTO+Qcej4efxqI/T2qr\n7TTcKrSO0lYcVFGUDUKIGYqiuNDCk/E/oRV9tbdzrFP7/TowRwjxnej+3cDFQogHTznuAeABgNtv\nv31yv3790Ov1qKqKwWBAr9djNBoJhUJ4PB6CwSCKomA0GrFarbjdbsxmM2azGUVREEKbded0OjGb\nzdhsNk3AhMMoioKqqoTDYfR6PYFAAIPBgMVi0WbMQTynqHGYwO/34/P5moYwUlIQoRARtxsRiYBO\nB6qKITUVncGA6vcTdrk0r5tej8FuRxcNPYWdTlS/H8VgwJCcjBK9C494vUTcbtDpMCQlIYQg4vGg\nt1hQYl44IVCMRkKn5KGZsrKI+HxEXC70Nht6m41g9LXE9gHCbjeq14tiNGpjR193xO8n4nRqYycn\nozMaEapKxOVCjRaRVYxGFL0e1e+P2x2qrQXQzjGbEUIQrqtDhMMoJhMGuz0+RtjlQvX54q/798mL\nqVFTeNr7ALOMG7nRvJpakcwTnh9o74XXq703qopQVYzp6YROKclhysoiIRjE4XBgt9uxWCw4HA6C\nwSBJSUnx2ZGPJWkLuj/m0sI1Ho8Hv99PQkJCPCSoqiomkwlVVQkEAvFkXJ1Oh8Viwev1EggEMJlM\n8c+o0WgkEAhoXr1G/ej1OnqLfIwGA/X6vkRCHgzBejDaKPcnEAwG4/lOwWCQSCSC1WqNlytQVRWP\nx0NiYiIWi4VQKITb7Y59ZwiHwyQnJxMxRgh4AgR9wfi315JkwWQ1IYTAW+8lEoyg6BSsSVYMZgOq\nquJ3+gkHtbtlo9WI3qAn5A+RkJygnefwggLmBDNBfxCDyYDBZCASjiBUgcGk3ef53X7UiIreoCcc\nCGNONDHRXkSg3sMxf28iQodZCWPLSMIpknBWNsqFAexZdixYWvzuNW5v/DdVVeNCRafTxd+/q5J2\nMNG4m22hKbhFElebV+FSk3ih/k4skToGWGqw6MIIFLyqiRRjgGvMq1gfnEFBZCAhYcSsBPGpZvoZ\nyvAJCw41BRUdFsVPvZpCAO1z/hv74/yq7pfxz8gk026swsVe/0XoFUEvQyURjByP1qw69fWNMexj\nuulLlvruQkHwTauWg/Ky9x6M+Jlq3EaKrp6QMGDT+VgfvILiSF+G6Q4w0niURMWNjwT2hcdxNDSI\n5MhJUnVOQhEVnd6IMCZQpvZv8b1VVRW3240/WpdQr9djs9nweDyYTCasVmv8mqooCqFQKJ6PFvtd\nMZlMjLXmk6ZUcSLYj4iAbH0NEcXIHv9F8euzwWDA7/fHP/derxeLxRKfaBEOh+PHxK75sWt1rD32\n/Yxdq/V6PYawZkelU1trN8uu3TxE1Ag17qaftTSbHUMjj2elsy5+vHaOisvvIRT7TKkqdqsNi9HU\n7BjhSIRQJIw+WmomFAmjoGA1aZ8Pl9+LP6RNpDIbjNitNgQCj9+PPxREIDDq9SRZbegVHYFwiHAk\njED78TUbTRj1BnzBAJ6ADzX6nieYLCRarM3a1Pi1ndoejkRw+b2EImF0ioIQxG3SoRBWI0SEil6n\nw2wwoVMU3NHXEBPxpujrCEciuANegmGtL7PRhM1swe33EYqEsRhNhCMRAuEQKQmJuAM+DDo9FqMp\n/pnSW81xD3RlZWWTz5+Hrq8AACAASURBVGYgEMDj8WAwaDOxPR4PRqMx/rtts9nioXYhRPzz4vP5\niEQiWv96PakJOlJ0ddR4dXgj2vXZTADVkkFYJX6Nj32mjUYjXq8XIQT2qPPC7/ej0+nQ6/WEQqH4\newHa9/7JJ59sVw2NNsUYgKIpjP5CiE6bA64oymXAY0KIOdH9RwCEEItaOuezzz4TdXV1DB8+HNDe\nBJPJRN++fVm0aBGDBg3innvu4YsvvuDTTz/l/vvvZ9myZdx+++1MmjQJnU7H2rVrmTFjBqqqsnbt\nWg4fPkwgECAxMZFZs2axdetWdDod48ePx+12s3fv3v/P3nnHV1Xfffx97srNzc3eIQuySSCEvYcM\nAwIiIorgwAp116rFPrZ9Wqu21bbU1tZda10oQxCQHZlhJ0RCAgnZO2SPm3XHef44956sGySOannu\n+/XiRe48v5N7c87nfMfnS1xcHB9//LHdNd177728++67LFu2jBtuuAGQimJz29p469lnCQgNZdlD\nD1F08SKfvvEGK598EkGh4MM//QmNVktYTAy5GRnMXraMsTfcQOaJE+x6/335/YePG8ei1aspyMpi\n86uvyh+yh48PcWPGkHboEHetW4dPYCBms5nsM2cYYS3Ah961WVmnT7P7gw+YvWwZSdOn88b//i+N\ntbXccOutjJs9m8KLF9n497/LXSDx48ez8N57aaip4d3f/54u60HZy9+fNb/+NZv+8Q8KsrKIHDkS\n36Agss+cYVh8PNlnznDrAw/g5uXFey+9RFtLCysef5zQ6Gi2vf02Oenp8vqmLlzIlAULyM3IYOub\n3R0uMUlJ3DO8BLNbOK0jfoTQ1ULIP7xomP5HzqlvYMvrrzPzlluYMHcup/bt49C2bTz60ku8sm5d\nr8/n6VdfJQz4wx/+wKJFi9BoNJw+fZr09HReeukllC/bDw5vCd/M+fPnueuuuxgyZAj19fUUFhbi\n6+vLq6++yrRp05g3b550lVZbS3Z2Nps2beKhhx7qZZvR2NjI66+/jr+/P4sWLaKpqYnU1FRGjRqF\nIAjs3buX6dOnc/ToUVpaWnjmmWdQKBS9ojQAP/3pT4mKiqKlpYXdu3dTXV3N9OnTSUxMpLa2lmef\nfZZx48axatUq8vLyePnll1m7di25xbkc2nuI6XOmM2nmJOpq6mhvaychKYEN72zg/NnuWXJRcVHc\n9+h9vP3Xt8nPyScmIYb6mnpaW1v51Uu/4pXfv0J4RDhtbW18eeZLfvTYj2hqbGLfZ/tYuXYl/oH+\nvP23tykvLmfN42vY9N4mtM5aHnzqQQRB4Fc/+RXT505n/i1SrYttHubvX+3+k+85I9P22P889D92\nLRAGGtljMpl4/vnn0Wg0PP7443R0dPC///u/zJo5g1uvPAwBY2HpLskbzjbHNH87XHgHbtkFWk9p\ngkJ1Gsx7S4qSB06k0yMO0WLBqXg7wsy/gLK/Z1pzczNvvfUWOp2O5ORk3N3dZYHyyiuv4O7uzmOP\nPSZfQBqNRjm9bbde7ZMZUiOGxQiZb8OS7eA/Bt4dDqFzpBRIxQnYMg/m/ROqTkH2+7DgQwhPlsop\n4lZBxTEpjbNkZ3cNi8Usje368jWY+jvJQuLYL2DUgzD5Wf7x6mtkZ2czd+5coqKiyMrKYuTIkRQW\nFqK0tBMd5IJKMJNfUk3s2DkcOnqcU6dOceeddxIZGclzzz3H6NGjMRqN5Ofns2rVKoYMGYIgCLS1\ntbFz504uXLjACy+8gNlspqmpifLycsaNG2f3c+15u+f/69evZ8OGDZjNZqZOnYper6eoqAhPT0/+\n8Y9/2PXCstUq9by/L339xF74658xtLfx1AOPolAIPPP751i28GZumDLN7nulHD1MVc0VJo4eS1NL\nM+0dHWjUasaNGs3G7ds4dOIYAX5+iKJIdU0Nf/7187z67tuUVVZy922309nVxXubPubBe+5j847P\ncHV15d7lK/Dx8sZoNNLR2UlOQR7vbPiAhNg4Fs1NptVgoOpKNbMGWBNIIvtE2hlOZ6SjVqmIiYhi\n6viJ/Hb9S2i1Tjyyeg3enl40NTcjIuKs1fLXt9+gqLT79L90wUIqr1zhVPpZHr1vDTERUvalsbkJ\npULBcy//CbVKzdIFCzl88jj1DQ3Ex8Ry7PRJnn/6FzS3tLDv8EEKS4u5afY8NmzbwtpV9zAyTmo6\nys7NYWhCLJcvX+bQoUP4+vqi1+s5duwYN954I9u3byc+Pp41a9Zw8uRJ0tPTCQ4ORqfTce7cOWbO\nnElAQACNjY2Ul5cTHx/P+vXrGT58OEuXLsXV1ZUq6yzn9evXM2bMGG677TYuXLjAO++8w+rVqzly\n5AgWi4Vly5bh4+NDV1cXoiji6upKRYXU3evk5ERrayuurq5yycqdd95JeHg4W7Zsobi4+JrF2DWl\nKUVRFAVB2AqMuZbnXyNngChBEIYC5cAdwFVcNaGqqkqujTCbzaSmpqJSqSgoKKCrq4uVK1diMplo\naJBUv63IOi0tjcLCQrq6umhpaWHkyJFs2bKF3NxcVq1ahZeXFy+++CLDhw8nKSmJ2tpa9Ho9Xl5e\nODk54ePjQ2hoKGazmZ/97GdoNBra29tpbGzko48+wsXFRRZiINWMXExLo6ujgykLFtDc0EDGse4u\nkJN79gCw/NFHcfXwkG0pRFEktU+th2249/HduxFFUS78F0WR6TffTNKMGVSXlJB++DBanY4hPUxn\n+xI7ejRHd+wgydrqPnn+fHa9/z6xY6SP9ej27b3acW3i69S+ffLPII1OqiopoSAri7ixY1l8n9SN\nOik5mSvl5bQ0NBASJf1xxo0dy8WzZwmNjqauqkoWYnoPD1qbmhCtKbGjO3f2WqvJaKQzeCY+n6/A\n9dzfEEwdCBYTHSEzyfzsFIJCwZiZM8nLzCTvwgV8hwxBoVD0M9q1kZCQwK5duwgLC+PMmTOMHDkS\nk8nE79p+i5ubG3fddReenp6IokhnZye3Ojtza9Ey+EzqVhwCOK+uY4O1nm7p0qXyFbi/vz8XL16U\n9svaTAGSENPr9fz85z/HYrHQ1dWFs7Mzy5cvl6/gMzMzKSsro7CwkKeeekqOBPQVHzZcXV1ZXnq7\ndCNR+qzS09PlE1FTUxOnT59m8uTJeHp6cuqDU4SEhzB/qSSAPLyk+oi6mjoy0zJx1jmzcs1KPv3o\nUwCK84vJz8ln1LhR3L76dra8v4Ws81kIgsDsBbPJz8mn3dDO0MihRMZGYrFY+GLXF3S0d1BcUIyT\nkxNBIUEgQENdAwtuXYBao+bTDz8laUISQ0Lt197YsIkv288Azz33HO+99x4TJ04kMjKSjz/+GHd3\nd+rq6rqbMXpQXFzMlStXWLp0KTqdjrS0NG699Vap6NwvTerUS3sZXEOgLgv0wZI3nFovdZx5RMCo\nh6BwNw2aoWypnEVHYQejRmkpKysjNVXglwn1+Pv377DTarWEhITQ0dGBwWDAZDJRWFhIaGgo69at\nIy8vj8uXL6PT6WhubkatVhMXFwdlx3j1nhCpkDzjNanAOOkxmPI8fPm65LUUOBEiFklt851NMHKN\nVFjeUgLz3pb2Yf8aSHwQom6BAw9Kw5sVKpjzBhTtkfzwnH0k7y1zF4z4kbTw/M+gaK/0nlOeo6Ki\ngqysLKZMmcKSJUsAiI+Ph5ZyYjP/JNXKeP4Eqs8TfPl/aPb6I4cPFzB37lzGjh3L3r17iY2NJSQk\nhAsXLqDRaPDz80Ov18t1ZmPGjEGv13P48GG0Wi3l5eW0tbUxevToAWvybH8Lff+3NcGYzWaMRiP+\n/v6o1Wp+/cQ63t/8CYnxCQT5B7D74AFuvWnxVb+D9igoLqK8qpIlyTfh6uLC5s+7m2t6pt563n71\n93/i1Lk0/vXJR9Q3SuekuKho4qJiOHbmJEEBgTz1wCN8cewwOw/so6i0hPziIhbPm09SwkguXLoo\nb7umvo4l82/Cx0v6vqvVatRqNQdTj6JzdmbNnXfLkfe4qOirrum9TR9zOiOdMSNH0dLawtbdO3HW\namlqaWbZwlV4e0plNO7WyM9ne3dTVFrC/FlzmD5pMv/zu9/S0dnF2Yx0EofHy0IMwMPNnV0p+2k1\nGPjJ/Q8QExHJuQuZ1Dc0YLFI6XVnrTOe7h6sWXk3V2pr8fPxYXh0DGcy0knPPC9FoFQqBL2WN954\ng/nz53PTTTfxxRdf4OHhgUqlQq/XS81OwMSJExk2bBidnZ34+/tjsVg4fvw4np6eXLlyBXd3dyoq\nKujq6uKuu+6Su4tDQ0PZvXs3XV1dzJgxA7PZjNls5p577kGtVpOfn8+dd94pG7n3zLoNtXOefffd\nd/H19WXChAnU1taSnJwsR+euhcHUjJ0UBGGcKIpnBvGaARFF0SQIwiPAXkAJvGOtSRuQgIAA6uvr\naWlpwdvbm6SkJEwmE6dOncLV1RUfHx8yMzNRq9VMnjyZQ4cOsXnzZh5//HH8/f05ceIEdXV1FBcX\n8+WXX7Jo0SLi4+PZu7d7/t2IESN6bXPIEOnk8dRTT3Hs2DHee+89Of3p5+eHSqWy211ls4Xw9PND\n4+TEpORkJiUn4x0YSHFuLkMiIggKD6elsbuwubK4mKa6OhRKJUvuv5/SvDya6+tpaWykvKAAlVrN\nPT//OWqNhn3WSJ2rhweVRUWcO3IEpUrFnU88MeDvT2mt4bGYzSiUSprq61GqVOjd3Wmur5cNXxOn\nTOFKebntcyL3yy8BScypnZwovHiREquNROKUbh8ttUaDl69vL0uM5ro63K0nzEtWITZ0+HBue/hh\n8jIzqauspK66mlrrlca8O+6gurSU1qYmOoMmIyrV1M7/ALe0P6Nor8HoOxLE03JYOHLECCL7fGb2\nGDlyJGVlZcyePZtDhw4xYsQInJycmDp1KqWlpZSUlFBbW0t5eTl6vV66Ou8z1cEL5AhBdXU1gYFS\nX+mePXuYM2cOpaWlbNiwgTlz5qDT6fjoo494+OGHCQoKklOZfVm6dCmnTp3ixz/+MeHh4UB/Z3JZ\nlEW81r8x5c8C7lO7/c88PT1ZtWoVTU1SbVR7WzvDR/bvAMrKyEIURebfMp+ImG7frcuXLgMwcfrE\nfq+JHxXP4f2HKS0sZe1P1wJSGD4kPIQTh07g4eVBfk4+s2+ajYvemvY2ShcTS1cupauzSxawg+HQ\noUOcPHmSF198EZPJhE6nIyQkpJfw7UlQUBB6vZ7SUqkkddq0aWRnZ0v76BYCk35l/Z3m9o5CJT4g\nmUu2WEtZ41aRsi+F9PR0XnzxRflgbLuytodGo2H58t5D7qOiuk9WdrtuDzwoRajuSAVf63fZNtQ5\neBqkvwzlR2HRJumxsHmSaCs9BOE3SoLq3N8lo2HRAi7Wfuc5r0n/bAyZ3GOjU7t/jL9b6kJL+JG8\n/UuXpHqXnlEqAJqLJb+mGX+S1uE3BnziUelj0Wpfk73FbrzxRmpqahAEgenTp1NXV0dZWRmlpaWY\nzWZ8fHwoLy+ntraWUaNG0dnZyY4dOxg3btzX+o7YUCqVvYTcK++8hYtOx9MP/+Sa3refu771vnuW\nrwDAz8dXypwMTyBxeAIBfn7cMGUaZzLS+WjrZjqt35FF85K5lJfLvzduIClhBOseegyFQsGlvFxy\nC/IwmUzMnDQFbY862twCyT8yPiaWvMIC3vrw3wAEBwbhpHEir7CQpATJSPf0uXS8PD0pLitl7MhR\nshCzcd8dK/l0104mjxtPbGQ0O/bvobGxkaLSEk5npDNj4mRuv3kpew6lkFuQT5n1+Bs6JLjf7+T0\nuTR8vX1YOPdG2jukmreOjg6MJhN+Pv07MLMv5+Dm6kr0sAjOZ2dRZbXzWDwvmebWFt54/11mTJpM\nZ2cXW3Zt56VfPsv+I4c4cvI4N0ydjlKhZO+hFIbGRKFUKuU0+OzZs4mIiMDNzY24uDgOHDjARx99\nhI+PD8XFxURHR3PgwAEyMzN55plnaG9vZ9OmTRQUFBAeHo7KWufWk1GjRrFnzx4yMzO56aabmDBh\nAp999hmzZs3irrvu4ssvv5QvotPS0q46tWXlypVs3ryZjRs3EhcXR3l5ORcvXuSnP/2p3ef3ZTBi\nbBbwgCAIRYCBb2FQuCiKu4BdX/lEK3PnzmXu3LmAlAoMCwtDqVSSnp4up+9GjBghC6qcnBy0Wi2V\nlZVERkaSnJwsF70CBAcHo1AoCA8P58EHHyQoaICWYyTVe/nyZZ588kna2trYsGEDNTU1LF68mNdf\nf50zZ84wbtw42tvbefHFFxlljZS1NjbKZq311dW0NDRg7OwkNDoai9lMZVGRvI3Sy9KJcNzs2UQl\nJhKVmEhBdrZ8/5iZM/GxCoCF99wjv+6C1YzUbDJxYONG7u6TquuJq4cHx/fswUmrpejiRdy8vBAE\ngbJ8ya09ODKS5JUr6ezo4PT+/dRWVtLe2oq7tzcL7r4btUZD6q5dUiemIPTqZgSp+L+ttVWO8FWV\nlDBkmNSObhNwc5cvRxAEokaOJDQqSrakSJg4UY7aZZ85g6h2xuQ+DFGjR12fQ+eQ6SAoGD5uHLkZ\nGeRnZRE5YgRmk4nNr73G7Y/2KjfsRWhoKNXV1aSlpaFUKqWrfGDWrFm9nmdLgQ/E3Llz0ev1fPbZ\nZwQGBmI0GikuLiY5OZk777yT48ePk5qaSldXF9HR0Th9RdepVqtlxowZve4b2J/Men9PQfakyBiT\niZSUFHbs2MGQIUPQ6XS8/PLLzJw5EwA3j/5lneWlktgenthbqJUVl6Fx0hAcHkxpUSl1NZKwNhlN\nHN5/GIVCwYRpE8jJyiH7fDbT50wndkQslWWVRMZGcvLISeJGxOEX4MeI0SM4deQUiWMT8fLxYsem\nHYRHhLP5/c29tmkvXdmTRYsW4enpSUpKCmFhYVgsFjIyMvjwww/7/a5s6atHH32UHTt28Pbbb+Pn\n58f58+dJTk4mNDR0gN8tUoeUR+/v88yZzlRUVPDpp58yceJEfH192bBhQ7/vzTeio1HygnKzrs3U\nCaVfwFCrdcHiLb2f7x4OK05A2p8lIad2lbrD5rwOPiOgYCeM/7lk6ZD5Dmi9IGrJ1dfgGdXrpi0N\n0y/6N2Qy/CgPivZBzifSiKHGPHT+Y1i9ejXbtm2TzXaPHTvGyJEjmT17Nt7e3v2imMHBwRw8eJCm\npiays7OxWCzcdNNN33gcVE/6OtW3GgxU1VwhcoAZka/+/k+YzWaOnZYiV8+uf4mJo8eis9ZgtbS2\noFQqGR4dQ6vBgJNGQ3VNDe9v/gQnJycWzk3m8wN7qaquprS8DLVazcqlt6FzllLRYxOT2LZHMvWN\nGhpBV1cXHVYD7s5O6X8XnY6QoCH85dnfAdIFT3DgEA4dP8rG7dtwdtZSWlHO2JFJWCwWPD36e/59\ntnc3Xp6eLJxzI3mFBUwcPRatk5bMS5JZwbQJk2hpbaGpWaqbU6vtS4H6xkYamhrlVGyFNbWn1Tqh\nUiox9DD2NZpMiBYLV2pr8PWW5hy3thkICw7BxcUFV70ri+fN59CJVA4dP4ZCoSQuMpqc/DwOHT/G\nwjk3Mm/GLDKyLwBSY8wTTzzBsWPH2LlzJzqdjtzcXObMmUNkZCQrVqzot979+/fj7++Pj48PDQ0N\nLF++HKVSSWtrK5mZmRw+fJhZs2ZhsVj49a9/zXPPPcczzzzD0aNH2bx5MyqVSr6ImDRpUi8Llqva\nsSCdY5544gm5fjckJETWK9fCYMTYVUxN/vP0vBKIj48nNzeX6upq/P39aW9vZ9u2baxYsYLf/e53\n5Ofnc+bMGURRJDAwUB41Ul9fj0qlYsSIEZSVlQ04zw4gLy+PoKAg/Pz8aG1tZe1aKTLg7e3NY489\nxoEDB0hPT6ezs5OgoCBix4zhyPbtnE5JYfF99yEIAhtefpnp1i5ED29vujo7e9VJVVuv5OPHd49p\nGDZ8OEes7erDrAICJNED0NHWRkF2txtIZVERxq4uu7YaAO7e3qT2cPgOs7b1V1hF4fjZswFw0mqZ\nlJxM9llpBtnIyZPl95x0441sePllnLRalHbCsM56Pcd6pB1tkbG6qio8fH3x7FGI6eTsTJU1Ijdy\ncveV+3DrFXlHyEyc83eiqT5Lw/Q/AlI92bRFi9i7YQNFFy/S2dFBTflXjBpBElp79+4lMjJyQBuK\nr0IQBCZPnszkyZP7Pfbmm2+Sm5vLsmXLEASBDz74gNGjR9tNpX2bqFQq1q1bx/Hjx9m6dStGo5GY\nmBi5wNRk6t+2Xltdi7unuxzBslFfU4+rmytKpZJzp85RmFeIs4szBz4/wOF9h/nJL39CQFBAr9fE\nxMdwZP8RTEYTbu5uUpoSuOO+O0g/lc6ebXusEVkLvgG+A4qugdBoNL3KAEDyV+tr+Njz55CQEPl2\nV1cXixcPPjUF4OPjw2OPPSaXOJjNZp588smv9V4DsuB9yNkEZ/8kpRo7GqR2+aFXOeT6JcL89/rf\nv2Q7HPopfDxVGseVvwMmPDPoJdm+M7YGl164BsOI/kbZI0YEkZCQQHNzs2y14uk58IB5QRBYvHgx\np06d4uLFi8yZMwe9Xj9wZPha5gf34ZH71nDoeCqfbN+Kv48vNXW1ODlpBxRjAJt2fsaRk8eZNmES\napWaL1KPMGXcBAL9/Ek9c4qJY8ahVqn44NONTJ8wmQuXLmIym3n4zruIiYjiwJFDAFzKyyN0SLAs\nxGxUXqlGEAR8vb1JOXZEfr6v9TjR1NyMl4cnCoWCltYWXHQu+Pv6cvvNS3u9T5W16UJhZ5TQ0gUL\n+XTXTg6mHiU6QionyM69RGNzEwqFgkD/AI6dPsnpc+k4a52JHhZJyrEjFJeV4ustnR93HtiLvzXy\n5efri8lsZv2b0megVqlJjB9BRlYmi+fNR+/iwvEzp6htqJeyFtYo5OSx45k8VjqfZefm8Oq//8mc\naTO5ffUaVCoVrQYDB1OPAjAibjgNTY1kXsxm3KjRuLu7ExwcLGcMgH7Hgb4kJyezceNGsrKyiI+P\np6WlRR4R9/TTT3Pw4EHeffddOZgD0gXHsmXLrvq+g0GtVl/1ez8QgxFjVcCtQHif1/120Fv9lpky\nZQqpqam89957rFixgqqqKnJycgAp8hDfQ8TYSEhI4MCBA8TFxeHj48Mnn3zCwoULiYmJsbuN1atX\ns2XLFrZu3UpMTAw5OTnU1dVx//33Exsb28+rqBhY/sgjfLFlC+88/zwarRaT0SibvmpdXFA7ObH0\nxz8GwHfIEC6lp6NSq+Xol41maw2cj53IXUlurlxXZuNqTRnuXl6ExcTgO2QIX6amykKp0dp9GRzZ\nPRxXpVbTZO1OtEW3ABTW0PGAgs/LiyFDh6LV6Ti1fz/u3t6YjEYMLS1E9vjD6rV/gkCAnahFZ/BM\nvPfeJ9eLAez56CNqKyq4e9068jIzyThyBDcvLwzNzbi4DdzcO2bMGIqLi5kw4aoOKl+L/Px8MjMz\nWbJkCePHjyfNGu37T6FSqZg+fXqv0TdtbW0oFApqqrs7a/Mu5aF11lJ7pZbwiHAA9mzbQ2N9I65u\nrhiNRvSuktCffdNsptwwBYVCwRe7v0ChUODl3T0brrmpGTd3N5x1zjhpncg4k0H8qHg5sqFQKBg7\naSxjJ439Tvb5Wk/OPVMTX/dEr9FovjtRrVBBXP+r/K+FezjcvFUqzm+vgam/B7UdQfUVuFi7q9vb\n2/uldq6GIAi4u7vj7t7XCMU+8fHxZGVlERsbK59ov47oGgh3VzduvrG/qB0oHfn807/g6KkTjEtM\nYsWSWzmfncUXqdIopB/ftZr3t3zCH/7+F4b4B5KTd5lZk6eRV1SAu5tbr9opgI7ODvS6/jN+Ozo6\ncLZ26A8LC2fBbCl6kjg8gS27dpB2PoOhoZJQ+ONrf+dnDz6Cq75/WtzHywuNWk1Dc3epS6vBQJfR\nSFLCSEbFj+DUuTQ2bN2CXu/C3Gkz2XlgH1qrs8C0CZOYNkGK9lgsFoaFhbNj3x5Cgobg5upK6plT\nzJsufSYuzjpUSiX/86iUcvNwc0MQFLy78SNe/MdfiYuSIlyJw+MJ9Augtr67q72rq4uGpia+SD2C\nUqlk8bxkOWWsd3FBZxX8oiji6+3D6tutpePug79gnjp1KlFRUWRkZFBQUCBfmIJ0gXb33d9wpNJ3\nyGDE2GdAE5AGdH43y/l66HQ6fvazn3H06FG2bNmCSqWSBiVfhR//+MekpqayceNGjEYjbm5ueHkN\nPIQ0JiaGZ555BoPBQHNzM1OmTMHDTni4J4Hh4SxZu5Yd77xDR3s7M5Ys6fbasrbWRiUmys9vaWzE\nw9e3X5i+ub4eZ71edtrvib2h31fDzdsbpVrN5ORk0g8fxt26z4bmZrQ6Hc59BoS3NjUB0qSAnmit\nkwDs4e7tTVhMDO7e3pzavx83b29aGhpAFPEOCOj3/JbGRlzd3e2Ku86gySjbqjBrPaV6MaCmvFw2\nrNU6O8v1bX1FaV+io6P5+c+/euoWYN84+CpmwrnWFGxMTAzNzc1cunSJ8ePHf+V35LtEp9MRERPB\n+bPnmbtwLhonDRfOXcAv0I+uzi60OikSXHC5QDZ2tZmtgmTaaouczVs8j5amFj548wMmzZiEiMiH\nb37IC3+XhnAkJCVw6MohooZH2VnJD4dv80T/g0ahlKaGfE2GDRvGwYMHqaqqkoXVtm3bmD9//lem\n3gdL3xq7/xR9Pa8AsnIuIYoiE0aPpb6xUU7rAfj5+HBL8k3sPXyQ6toaEuMTcNZqqaiuYlS8VBpz\n8PgxOruk06OnuzuGNjtjgwRBrmuLCAsnIixcfuiW5Jv4dPdOVCoVbq5uNDY19n+9FZVKRdSwCLJz\ncjCbzSiVSs58eY6m5maWJC/gTMY5PtiyUfYNLC0vJ2pYBLkFkg1Izxo6hULBw/f+iH2HD/L3f72N\n2WwmwNcfF50klIxW66e+5rdrVt7Njv17KSotYWhIKBOSxuDm6sqnuy5TVllBcGAQJRXl7Dl4AA83\nqbPYaDLipJG+c8TrBgAAIABJREFUQ2WVFYwZOYpte3dx9nyGXLP2yjtvctfqe7/W8dPf358bb7xx\n0K/7vhmMGAsWRTH5O1vJN8TFxYXk5GSSk69tiUqlsl8k4Vq34+LS/2rHHp3t7Xy0fr08vHvvRx9x\nw623AvQbwi2KIq1NTUSG9J9l1FRfL4umvtiEiH9ICCq1mnLr/MSBcPfyoqKwkJbGRixmsxwZa21q\nwsOn/9iG1qYmlCoVrn3+KPxDQ8m/cIG2lhZ01mLmk/v2MXHePNy9vXsV8Xt4e9Nk9RtzsxO+bW1s\nxG+I/S47Ue3MlSXbERUaefB1woQJDI2Lw9XDg9gxY/gyNVXyfbmKmB409obLX2Wqgy16IIoi3t7e\n3Hvvvd/eWr4Bi29fzJvr3+TVP75KzPAYLpy7wEy/mQDySXXOTXMwtBhw83Dj0N5D1FT1n5Xq6ubK\nvQ/fS1NjE59t+AwRkYfWdUeZtM5ajF1GNry9gWPhx7jtntvw8bu2MSAOfnhER0ejUqk4e/asHFk4\nceIEc+fO/dbF2PeBPSsLgM07pS5JPx8fOjra6ezsZOzIUehd9Jw6l8Z7mz4mdEgw40YlUVldTUbW\nBSwWC+6uUkT+UOpROqxdfsOjYzl1Lo32jnactc4UlZZw4OhhdFrnXvNDezJ72gyiIyI5fS6NK7U1\nLFt0c780Z0+SZ83hL2++yodbNzF3+iwuF+Tj5+NLl9HIpp3bEEWR5Fmz0Wg0nDmXToz1vQtLS4gI\nC8dkMvHXf77Bkz9+GGetM+MSkziZdhZDexujAwLk0U2thlZ5m+0d7aiUKkxmMy+9+jeu1NYQFxXN\nuaxMjCYjq269nUPHj/H+5k9YvmgJ5601YAtmz6OotIR/ffIRC26YS5fRyD/+9TZ/efYF7rtjFRu3\nb6WxqQl3V1cuFxZ89QzT64zBtK0cFwThq9vWHMikHTpEfXU1Or2euLFj0Tg54WYVPw09jCrTDh2i\nJDcXi9lsN83WbjCgGiBVUGctqJyUnEx4XBwAf7HTvWFzuHf39pbGJlnFkbuXF6LFgqGlBfcBxJi7\nl5dszGrDlrYstNarmYxGTlq7Um1iTBZgXl60G6QrxL77YezqoqOtTZ6LaY+O8BvpDO0umPb085PF\nniAINNbW9ovc/adJTExEEAS5Cw3g/fffl4cof1/4+Pnw5G+eZOzksZgtZmbfNJvoeKlJwXZ1Hj08\nmqQJSUTERBAcFkxzUzOtLdLBt/ZKLe+91l2blPJ5ChczL3Ip8xIfvPkBnR2dZJ/PZvN7m9E4aYga\nHkVJYQmVZZX/+Z118K3h6upKcnIyx48fZ/PmzezatUs2Fb6eERS2FLuSoIBA7luxivtWrMLX25st\nn28nwM+Ppx54hDnTZnLXstsZlyh1xzo7S1HmX/30Z/z1t7/nrmW3M3vqdBSCwIefbqKuoZ7LhQV0\ndHYQFBAgmaJaj4kWi4X0zC/lNYQEDeHWmxZzx81LmT5h8lVHb0WEhfPI6jWUV1byu7+tp7yyguDA\nQM5fzMLQ1sbsqdNZPG8+yTNn8+h9axkZF4/O2Zn9hw9iNptpbm2lpk5KKbYaDPz1n2/Q1CJNJPki\n9SjNra246HTk92g027h9G9mXc0g5epjqmivcc9sKHlm9RhakzlotT/z4YQL9A3jzw3+TeSmb2Mgo\nvDw8+MVPnmTW5GkUl5VSXlnB/XeuAiApYQQv/PyX3DBlGiOHx/PsUz+/aqbqemQwkbGpwGpBEAqQ\n0pTfuJvyeifLaiC77OGHCQwLkwv0PXx8KLamtQCKLl2S/cPsiS6z0Wg3hSeKIs1We4qhcXHUWDug\nroablxfNDQ2ymHHz9sbQ0oJosaC1U9RuaG7uFxUDCLemIU/s3Ut4XJyczgRJjF04dQoEARc3N9Qa\nDRZr6qtvC3a79QA/UP2ZPTx9fSnOzeXAxo2AVHP2fYsxHx8fFi5cyO7duyVnZ09PMjIyrjlS+13y\nmyd+0+v2sy9L0wZsPj09CYsIk+xMsnIZPXE0bYY2ufu4OL+YM6ndzjaN9Y0YWg2kfJ6CxknDA08+\ngKHVQG5Wbr/3dfDfx4IFC/Dx8SElJQVRFJk6deqg6sf+Gwnyk7pHG5oa8bIe98oqK2jv6KDVYGDu\n9Fm9xJHteGa01gL39JXy9/Xjp2sfYse+Pfzub+vROeuYPG48gdZt5BcXkjg8gc6uTrZ8voPRI7pL\nVgZDgK8frno9qlolOp0OvYuL7FE2YXR3vaaHNd183x2r+PemDfx2/Ut0Grvkspijp07Q0tpKSNAQ\nwkNCOXrqBCAyMi6etPMZ1DdKv5P2Tqmk4fzFLDzdPRg3qr/Vg5eHJ/cu718HKQgCMRGRxERE9ntM\noVAQHnKVbufrnP/absofOq1NTdRXVxORkECgrWvDmoIcPn48x3ftoiAri6FxcbQ0NGCxjl1Q9REr\ntuHRfUUMSELJZDQyJCICTZ9O0L6zHm2o1GrMJhNNdXVS+tHdnQZrkb49gzpjZ2e/NYFUxL/wnnv4\n9M03ef1Xv8JsNkuzMpGibc09omKAHHLuK7ps9UkDRf7s4erpSVtLC2mHDsn3eXzPYgxg/vz5jB49\nmoyMDKqqqrjtttu+15oxGzYj1Z5djFpnLV0dXf2eGz08Gl9/X/Z+thcvHy8uXeiO9GWclcyJ/QIl\n886CywW0GdqoKK0gcZxkX2EbMu7g+mD8+PGM79Hdfb0zPDoWQRD4MvuCXMv16r//ydxpMwEpfdkT\nDzf3fhYPPQkdEszDq+/vdV9bextqlYqzX2aQODxBTmt+HTq7OvnzG/+grqGeYWHhlJSVknrmNIY2\nA85arSz8eu9jDGtX3cvegwdQKJWMHZmEKIqkZX6JSqlk7ap7uFJbaxVjcNOcGzmfncX6N/5OdEQk\nFy5dZMzIUZRXVTI2MQlBEHjj/XdpaGok5Cr2UA6uzmDEWAmwEhgmiuJvBUEIBQKQGgcd9MFWJ9az\nC9HG+DlzuJSWxqdvvIGLmxvN9fWyWOkrfARBAEHolyYEpKJ4wKvPrL6f/uUvaJycaGls5NPXX6fd\nYGBCD78TFzc3ygsKcPX0RFAo5MJ3u1E5s9muGPsyNZXWpibuXreO9CNHqK+qwtPPj66ODpz1etoN\nBql+ylqwbysW7Vt1JW/bzjYGQqFQ4O7lxdw77uBKWRkHP/30e4+M2fhvKR718fOhob5Bvl2cX0x9\nbT1JE5JY8aMVvP/G+7yx/g1AEmgAeRfzEASB5fcsp7SolILLBVSVS2nyiOgIOjs6Kci9es2iAwc/\nZNzd3Jg1eRqHjx/Dz9sHvYsLra2t8vG3r3GsSqUiKCCQkvLuZqYvUo9iMhmZN8O+DYPOWce0CZP5\nIvUIzlotDd+glCH19CnqGupZOGceC2bP4xd/eB6QbC98vLztGt2mHDvCp7t24KLT4aZ35V+ffEho\n0BAqqioZHh2Dt6cXV3rM+PXy8OCZnzzB1t2fU1ldzeSx4/H2kKaVuFmbysYnjSY+JlaeEOBg8AxG\njL0KWIAbkOwsWoAtwLirvej/K/XWmjB/O3YNTlotdz/9NIe2bqWmooLEKVPwtV5R2KsPUCqVGLv6\nRzFsTQD2Cu+7Ojv5+K9/lUXhvo8/xnfIEIIjInD39qYgK0uO2A0UlQMpomVPpGUcPUpVSQmjpk7F\nPziYMwcOADBh7lw0Wi1Ozs7UV1fL3mgKa9TN3n4Adv3KroaHry86vV5+nYePT78RSCBFBf/fdNAN\nAh8/Hy6cuyB3YdVU11BVUUXShCQCgwN58GcPsv2T7fgG+DJ7wWwMrQZqr9QSFhHGkNAhlBZJKfeG\nOknQeXp70tjQyJ5te77P3XLg4BuzdMFCAvz8OHLyOEaTidEjEgmzdvnVN3RfwJRXVeLqoicyfCgH\njx+jsakJD3d32trbUCmvfjy7OXkBRpORo6dOIAjC105RXsi5iFqlYs703ibEbe1t/aJ4ALX1dWzb\n8znDwsJ56J77cNY6U1FVSbOhBYCw4P4NZACe7h7cd8dK+bbNLNZsDSLYJgM4+PoM5gw4QRTF0YIg\nnAMQRbFBEITru4DgG9BovbKwV28FUq1UXmYmrY2NdBgMsreYPYNOjVaLyY6I6bTOi9TZGc1y4eRJ\n6qurcXFzw9PPj7K8PFl0uXt709XRIacQbTUD9oSgIAgo7Dhiu7i54R0QII9T0un1vaJo7l5e1FZU\nyF2gtnq0vvuhsG7TtrZrxdPXl8baWhpqanBxc+uXpnVwdYLDgsk4k0FZURlhEWF0dfb+XA7sPMCF\nc1IXlLPOWfYkCxsW1ut5tloZZ50z3j7ePPaMNODc03vwpod9U6m2+xxi2sF/EoVCwdTxE5k6vvdI\nMC8PD9LOZzBjkmSbtOdgCmMTRzF94mSOnDzOvz75kKULFnEp7zIJMXFX3YZapWLKuAmUVVagUakZ\nnzR60OsURZHisjKGhQ1Fo1ZTVlmB2XocNVssaJ36HxPPX8zGbDYzf9YcnK1TBYICAjl7XipBGBIQ\nSJfRKM/SHAg3V1dcdDqamrtrhVuts1g9rtFjzkFvBtNNaRQEQYk10yQIgi9SpMyBHbqsrcsaO23g\nZrOZT155hVZreLquqkoeR2Qzhe2Jq4eHfNLrSad1G329wQDJOV8QWHL//UzsM5LBJpBsthY2QWTP\np0vZw3eqJ5EjRxI7ZgxanY6wmBg8/fwIjoiQRZftvW3/2ywtunrUR4iiKIfR7e331fDw8aGhpobG\nmhq7kUEHV8dmzrpv+z4sFgsVZd3NHw11DaSd6DatTfk8haYG6aDb167CJuBNJhMqtYrA4EACgwPR\nOjvEsYPri+WLb6GgpJh3N24g9cwp8oskr0M/H19W3rqc4rJSXvzHXykoLuo1c9IehSXF/OXNVyks\nKSanII/X/v3OgHVnA9HU0kx7R7vs3P/PDR/Q3CpFuFRK+8ftvMICuYi+J3W27no3d0rLy/jw001X\n3bYgCEQOHUZufr4sAE+fS5PrzBwMnsFExv4GbAX8BEF4AVgG/PI7WdV1gO0Lai9ik3PuHI01NWi0\nWsbPmUPOuXOorX+89kSJm5eXPDIIJPGWceyYHHXrK8ZMXV1UFBYSFB5OcGQk+ZmZvR539/FBqVL1\nE2P2/niVSqXdqJyrp6c8WBwk41bfHl5hQeHhlOXny/tli8L19B87sHEjfsHBA+731fD09SUvM5OG\nmhqCerj6D9S44KA3Hl4ejBo3inOnz/Hbp35LZ0cnU26QrvjTT6XL31+QUtXNjVJawsund7u5be5l\nu8G+b5IDB9cLI+PieeaxJziYepTMS9mMG5Ukm5ROSBpDRFg4xWWlBPr5ExQQeNX3+nT3Tjq7ukhK\nGMnQ0FC+OHb0qpNT7GGbZWlzsL/zllvp6OzEw82dotJiueuxJy2tLeicnftlQWxNBE4ajd0ua3vM\nmDiFL7MusGP/XhbPS6bySjVudiYFOLg2rlmMiaL4oSAIacBsJFuLJaIoXvzOVvZfjq3g097Q28sZ\nUkh4/qpVxI4ezbgbbqCiqAiVWi1Hu0CqCTObzbh5epJ3/jxdnZ1onJxoNxior66Wo27OfZz5G+vq\nEC0Wu80DIM27jB8/nv2ffILO1VXu8rQniJz1ersizc3Tk5qyMvKsQq+1sbGXoaugVFJbWclH69cT\nEhnJzWvWoHVxkWvYbNvTODlJ0bfBRsZ8fWmoqaGprk6eY+mgPwOl/n7/6u+5ZeUtGAySFYXeTU9E\njDQk+/JFaTC9bcyRodVAU6N1EoO3J6VFpZxPOw8gz6msLK8kdoQ0EmzDPzcwZ+EcfP0H31RhGxre\n92cHDn4IBPkHsHLpbXYf8/HyvqYC9tr6OvKLCokIC+dHK1ZJY8NGJg3aNkSlspZ4WEVc1NDuIfcB\nvv5U1XQfa1taW8ktyEOhVNo9J5nN0jFe6+REcGAQrzz/ItC/YaEnsZFR3LZoCdv37iLl2GHMZjO3\nzL9pUPvgoJtBVU2LongJuPSVT3Qg20R0dXT08+8qKyhA7+5OTJLkz6LRagmPjUXv4dErcnTx7Fla\nm5rkqFJ9dTUBoaGycBkoTWmbJ+k7QJtxeUEB548fB2DrG2+w+plnUCgUdgWR3s2t17QAm9WGq4cH\nlcXFbHntNfkxm3FrZVERO/71L7AeJErz8qgpL8fT15faym4zUNv29O7uvXzKCrOzaaytJekq0xE8\nfHyoLCrCbDLJnZR9i/cdXB21Ws29D91Lc1Mzrm6uKBQKzGYzZcVSZ9jtq28nKCSIt/7yFoYWybJC\n46ShKK+IwstSisbd0x13D3dys3KZlSwVEddeqe0VWXPgwEE3hSVSRmHimHGy2Pk6dVaueulv1p6b\nf4C/P1m5l2g1GNC7uFBbX0fqmVP4+/iSV1gglRVYz1H1jY1ypMwWnbua0WxPZk2eytiRiVRUV+Pt\n6enopvwGDK6FzcE1Y0shdvUJ+ZqMRmnsUUJCvysUvbu7XPhvey4gp+FKcnN7izFrAb+TszOX0tPJ\nOnUKkCJjIDnVV5eWcnDbtl7bOXvwYK9t5F24gM7VlTZrhwxAcU6ONHjb3V0euQTSLMyDW7dyx2OP\noXFyQqXRYDaZ6Gxvl/f59IEDIIrMvOUWfAID2WwVScEREZxJSeFKWRl+wcG9xFhTj/1ubmjo9Xuw\nh1KlQuviQldnp6Nm7CuwRZjsRZoEQcDdo/tEUFtdi9lkJigkiJh4aQzO4tsXc+a4ZPZq7+p90sxJ\n7Nm2h6MpRwmPCJc7LAdL3wieAwfXI5VXpIjV0G9ocKpRqwnw9ZPfD+DchUw6OjsYFhpGCnApL5ex\niUl0WktNoodFcOz0SXIL8hkeHYPZbOaFv/6Z2VOlC9/OAbrdr4ar3pUYR3ryG+MQY98RNhPS1qYm\nuVPy2OefExEfD6LYq77KhruXF+UFBZiMRlRqtSxWAsPD0Tg5cSYlhcSpUynLywO6I2MqlYqmujpZ\nwNhGD2mcnOhoa6OuRzTKYjaTf+FC7w2LIi5ubvL4IpCicM0NDejd3elsb6ejrQ2tTteryN/V05O7\n1q2jMDubz95+GzdPT/n9fQIDmTB3rjwuCSAiIYEzKSns37iRyfPnU3jxIrGjR6P38KCqpARRFBEE\n4ZpTlp6+vjTX1/9gPMZ+iAxW4FypkixZbN5iAJGxkZw8chIAlVrFsOhhrForjTHRu+mZOnsq5SXl\n7NqyC5AE3rVeWTtw8P+NqitXEASBADuGrINlaGgYJ9PP0tbejs7ZmeraK5hNZubNmIXexYVtez4n\nJGiI7Mg/Im44bq6u7P5iP0NDw2hpbQVEPK0X0tdaL+bg22cw3ZQOBoFNIPSMKl08e5Za6yxJW/F8\nTwLCwhAtFrmzsqchanRSEq1NTbz+y19yav9+QIpqCXYMYc1WMaPRanH39mbKggVMWbAAd29vqktL\nMVr/4HqKGL27e68UqW3bemv43PZYXzHW0tAgm8+6enrSUFODsatLnpPZk9DoaLysNhsbX3lFXoe3\nvz9mk0mes2mvq9MeSdOnM3Xhwn41cw6+Ps1NUnQ0KKR/iluhUKBQKPDw8iB+VDzxo+LRaDQolUru\nvP9OVj+ymuX3Lmfdc+u+Vr2YAwf/H2gxtOKk0Vy1HutamTp+IhaLhU07tmE0GimrkM43arWapQsW\n0dDUxLPrX+KL1CMAOGmcuP/Ou6lvbOSXLz7PC3/9E0qlEl9vKbvQ09Li488+lednOvjuGXRkTBCE\nucBy4B+iKGYIgrBWFMU3v/2l/Xfj6eeHUqXq1QVpG4oN9i0vQiKlduOT+/YRHhtLRVGRbMw6ffFi\nCrKyaGuxti6rVHR2dsqdkD2R8/4qFa4eHkxduFB+zBYVC46IYMnatfz96acBSRzmX7iAoaUFF1dX\nWRDZonpVJSX4h4T0KuZ39fCgpaGB5oYGdHo9KrVargkLDAvDYrH0StMKgsDN99/PB3/6E8auLjRa\nLZ5+fnLHac65c/gEBtLV0b8LyB4xSUly3Z2DbwfbOCN3z941LEqlEovFgsViGfAk0jOa5sCBA/sY\njUa7HmBfh7DgEG6aPZfPU/ZzOiMdURRZOEdqqpk4eixOGieOnEzFy8OTmZOnAhAZPpRfP7GOi3m5\nqFVqhoaG0WWU0pPlVVWyi3tO/mWSZ87+Vtbp4Kv5OmnKh4DVwC8FQfACRn27S7o+UGs0hMXEkJeZ\nSWNtLS5ubnS2t8six54Y8w8Jwd3bm+JLl3jzN7+h4coVWYy5eniwZM0aDm3dSkBICNMWL2brm2/a\nd+y3FmbaS/fZok8JE3sbGgZYJwWU5OQQN3asLLps27+UlkbilCl09LhScvP0pNkaGbMV7zfU1ACS\nuKsoKGDbW2/12o5fcDDzVqwg7/x5pi5ahE9AAJ0dHShVKs6kpOAXHMyXqamODsnvCVuhfs86MgCl\nqtv+5HofFu3AwXeJQqGw29H4dVkwex6RQ4eRV1iAv68fI4cnyI8lJYwgKWFEv9doNBoSezzPWavF\nTe9KYUmRfJ89b0sH3x1fR4zViKLYCDwlCMIfcIxDGpDEKVMoyMpi4yuv4OTsTFdHhxy1Gmgw9uT5\n89n9wQc0WMcp9aSptpZKqwWGQqFAtFjkyJh/SIjcfehs7d402sn/11mtJWxjimzYbDBOHzhA7Jgx\nlOTkEDRsGDpXV/yCgym6dImzBw9yPjUVnZvkLeXq6UlLYyMtjY2yGJPNbrVaTEajnI61OfN3tLVx\naOtWDM3N1FRUsPLJJ9Hp9UQkJJCbkcGnr79+Tb9bB98NhlYDCoUCV/feBbk6F+t3qsvoEGMOHHwD\nnDROdNjxAPsmRA+LJHpY5Fc/8SokxMZxIu0MhSXFBPj502anS9PBd8fXEWOf234QRfHngiA8+i2u\n57oiKjGRxClT+DI1FZCiZWrricyedxfAyMmTKcjKIufcOQJCQxkxaRIgmcge3r4dURQpyc3liy1b\nsIiiLMbCY2MJj5V8nrLPngW6uy1tP2ucnGhpaECr0+Hq4YHBmvIE8PL3x8vPj6qSEl595hlam5oI\nsgq02NGjuVJWRsomyZU5rIcYqygspLmhQY6syWa3Tk74BgXxwHPP9do/mxADqUkg88QJJsydyw23\n3krRpUtyitJRB/b9YGg14KJ36ZeKdHOXPvOuzi5c9JKVytVSlg4cOLCPj5cXuQV5P7i/n2kTJnH8\n7Glee+8ddFpn2QjWwX+GQX8TRFH8rM/tV7695VxfCILAjStWMO+OO5i1dCn3//rXuFjnSNqLWtmI\nnzCBgLAwpi5cKNs25Jw7J49PAsm7C7BbM2Z7TU+D1fdfeom21lbaDQbZt6wvY2+4AaCX5xfAuNmz\n8fLv7vyx+Zq5eXrSVFeHoalJjozZUqT2ivC7Oju5YLXfsGEymeROyoX33suQYcMYP2cO0aMc2e/v\ng7bWNlTq/tdoNqf9nrYVv/v57/5j63Lg4HohwM8fURSprpVKOiwWC//zu99+z6uS6s+WJC+g1WDg\nSl0tLs461NaMhoPvnmuOjAmC8ISdu5uANFEUM769JV1fCApFL/PSFqsQGkiMdbS1sfPdd+nq6GDL\n66+z/JFHCI+NpaCvHQVIA7ztjNCwibG+BquiKNLR1iZHsfoyato0LqWnU5Kbi4ubm1wcr1KrWXjv\nvez/+GMCw8OZecstQPdIJFEUZfd9rVWoddopwi/JycFsMqF1cWHqggUc2LSJ9tZW/v2HPxCRkMCy\nhx7ibEoKpw8coLayktseftjuOh18d3R1ddlNQ9pqyOrr6hmGFDEdKLrrwIGDgQm0WlrYRid1GY2Y\nLT8Mk+R5M27A39ePVoOBxOEJuPQxLHfw3TGYyNhY4AFgiPXfWmAm8JYgCOu+/aVdn9hqqHraSKTu\n2kVJbi4AaYcOyak60WLhwknJ38lmdxEWGyvbTQgKBRY7Tuc6vR4PHx9KL1+W7zN2ddHZ3o5oseBi\nTTP25aWHH5bXYWhu7iXaGq5coaqkhLL8fLmj00mrlQtRbYav3n5+APJzAAovXsRkNFJRKLm2j5kx\ng+Hjx3/Vr8rB94DFYpGL9Xti666suyJ9b0VRdLjsO3DwNYgMH4pGreb0uXTgh+ftlTg8gSnjJqDv\nM9nFwXfLYMSYNzBaFMUnRVF8Ekmc+QLTgXu/g7Vdl+jd3SULCGtXI0jpRFsk6VJaWr/XtBsMNNXV\noVAqWbx6tTxLUrCOr7FHxIgRVJeWknPuHPVXrtDR1ibbaugHEGMD0dbayoFNmxBFkStlZXz+73/L\nj9lEmC1N6RUgtVVfKSuTn5OyeTPtBgNVpaVA/05OBz8cLGaLPCalJ57enuhcdBQXSFYtJpMJBjfX\n2IEDB0idjBNGj+VSXi4fbNnI+5s/+b6X5OAHwGDEWCjQc1aCEQgTRbEdGJS0FwThj4IgXBIE4bwg\nCFsFQfAYzOv/2/EOCKDaKkwATNYRFIbmZjm1mDhlityBaLOjiEhIQOfa3eWmUCiwWCx2t5E0bRqC\nQsH2f/6Tf73wAhazWbal0Lm6YjIa2f3++9e03rMpKbS3tsq3e9aUuXp6giDIoszD2xsnZ2fKCwrk\n59hSsk21tXLUzobayQknZ2eiEhMBiLT+37NGzcF/DovFvhgTBIGwiDCK8oooLymnuqLazqsdOHBw\nLSyam0zokGCOnz1N9uUcnDT9rY4c/P9iMGLsI+CkIAi/FgThN0AqsEEQBBcg+6qv7M9+IEEUxZFA\nLtB/aN51THhsLI01NXIa0RaxqrQaxPqHhJC8ciVOzs5AdyF+cEREr/dRqVR205QgCb75K1diEUVM\nRiOefn6y6FNaX9dvLNIAXM7MBCQvsp5iEKTi/qjERM4dPYrZbEZQKIhKTKQwO5vKoiJ5lBJAa3Mz\n7n3mSDpZpwTYxFjUyJEABA0dek1rc/DtolAoYAALpPjEeERR5MO3PuS919/7zy7MgYPrCL2LC4+v\neYBbFyxi5dLbeOaxn37fS3LwPXPNYkwUxeeANUCj9d8Doij+VhRFgyiKKwezUVEU94miaKv+PQkE\nD+b1/+08QSQ4AAAP50lEQVTYDE0/f+899n/yCSVWUVZjHZ2UOGVKr+fbIlE2N3wbGq32qnU7IyZN\nYuK8ecSOHs2Kxx8Ha32X0k7kA+Bp60Dvnj+3GwzUVlSgdnJi+SOPEGy1u7BxOSODyxkZpGzaxMcv\nv4zFYmH8nDkAfPLKK/zz+efp6ujAZDTS1dFht5NT6+wsR+1sczW1jsLR7wWFUjFgYf6I0SPw8vWi\noa6BlqYWu89x4MDBtaF10jJ72gymjJuAs9b5+16Og++ZwVpbmACL9f9vy573PmD3t/Re/xX4BQeT\nMHEiTXV1pB8+LN9fbzV6HdJH8NgEiq0uy4aTszOI4oCpysyTJzm5dy+X0tP59x/+IPt7DSTG7FFV\nUgLA8LFj+3l/FefkcO7oUfl2WX4+xs5OfIOCuGXtWswmEy0NDYRERsrTANz67ANIwssWPbP97+wo\nHv1eUCgUmE32Bb7GScMdq+9AqVQiCAKz5s/6D6/OgQMHDq5PBmNt8ROkyNgWpETGB4IgvDmQz5gg\nCAeAADsP/cLmVSYIwi+QhN2HV9nuWqTOTd544w3Wrl17rUv+QZO8ciUWs5krZWXEjhnD0Lg4zh05\nAoLQr17KFjXqW3hvS2MaOzvln0WLBUGhoKWxkX0bNsjPNTQ301xfD0hzBpUqlRzBso08soetXi0k\nKqrfY5knTgCSuFQoFLJwA6mBIH78eGqrq5m1dKk8o9LFzQ2zycT7f/xj937YEWOOyNj3g8ZJM6AY\nAwgJD2Hdc+tQqpSy+asDBw4cOPhmDMaB/0fABFEUDQCCILwInADsijFRFOdc7c0EQbgHWAjMFkU7\nZlnd7/MmYBtEft30bymVShatXt3rvvbWVpxdXOTCffl+gwGlSiV7eNlwsg7YbjcYcHJ2xmQ08uZv\nfsNDL7xA9pkzmIxG1E5OhEZFkZ+V1WuAuFKlYtbSpV+5ToM1Reod0F9XF2Zno1SpWLJmDZfS0nqJ\nsZN798qTBz5cv54bli0DpCkEoij2Gvek1em4lJ5OQ02NbH/hEGPfDzoX3VemIG0GsA4cOHDg4Nth\nMGJMAHpeMpsZsNT3K95IEJKBp4EZoii2fZ33uB5pa22VuxL73q9zdUUQBMwmkyyqbNEwWzSpZ7qy\nICsLgFm33ELS9OlknTrFlYoKgEGN4Gi1pjb7phfrq6tpa20lKjERT1/fXo811dVxdOdO+bbZZJKn\nB9hLkWp1Os6kpMiRNgRBFpoO/rO46F2oq+n2wBNFEbPJbNeV34EDBw4cfDsMpmbsX8ApQRB+I/xf\ne3cbG1WVxgH8f2aY6cy989aXoS0tApZahAKtSJeIdFHeElbFmCrisjEku5LwyQ9kP+xmSdZva1bX\nmI0xfljMGne/7LoaDdlE9qVkBWxZQFEEAekyhUIplLZMp28zdz/ce05npneYooU7tv9fQgIz0zvH\nGMPf55zzPEL8GsCnAP7wLb/39wCCAD4WQhwXQnA6NMxGqbKha7qheFxVij56+20VtLxWGJNtJwwr\njKVSKXR1dCAQiaBhzRoA5oilqHUB4Haadcb7++Hxeifcouy9ao7yyL7hCZi90oxUCl6fD0uamjJa\ncMgh56s2bcKqTZtQtWDBhCpYkc8HUUAz22YSPaAjPhBX/776evvw5iv8z5OI6E6a9P/uGobxqhDi\n3wBWw6yIPf9txyAZhvHdxstPQyPDwxgbHVWh5y9vvKFC1nAioapg6dQ2payMWSHr5o0bGB0ZQe3y\n5apDPmD29ALs50bmEu/vR8Cq1n32ySe4HIvB7XZjwKp0lVgd99OdP3UKALD2ySfR2NyM2uXL0WVt\nP87yeOByu/HDLVvU5wfSZm4C3KJ0kh7QkUqlcHPgJkLhELvsExHdBXnDmBBiAJlntUTae4ZhGDxA\nMgXkIf30Rq+yOpFMJuG2Gdiqtimtn5Wf7+81hzlnXwSQQ8Vv5y/YwZs3oVm3KC98/TX6r19HcTSq\nvqM4K4wZhoGujg5owSAaHn4YAFDX2KhuU9odD/RpGubV1WHF2rX49OOP1Wfp7tMCZhAe6Bsww9gt\nDvMTEdHUyLsXZBhG0DCMUNqvYNovBrEpIgOS3ZmqVCoFt3vivEC5pSmDkQxjAzmCkqyk3U5lLDk2\nZrsm+R3B4mKcbG/H0QMHAJhbrSNDQ6heuDBjq9Erq3I2QcunaaoLv8frZWXMQcGQWZnt6zUvbrAy\nRkR05/FUboGQW4xyFI288ehyu5FKJlUg2vTcc3i0pQUutxs+TYMQAjes81vyGXLbTw4ll2Tvrlxd\n++0kx8ZUta587lwMDQ4iGImoRrQerxfxgQF1QF++nr19Kddv11A0u89Y9rrp7omWm5cxui52YfHy\nxTkbwBIR0dRhGCsQsqolQ8tP9+xR751sb1ev+zQto3IUCIfVGCX5DNncVVajJNkaY8QaSg4AN3p6\n4Nd12zNpgHkpQIaxpvXrx7vrv/46Znk8EELAJYS6oSnDWPYNSxkE7apyGWEskUA5K2OOiVZEIYTA\n6S9PY93mdRgd4ZYxEdGdxjBWYOy2BF0ul7opmS0SjSJ25gx6urrUOCUZeLL7lclAJNtVAMAn+/Zh\n0QMPoKa+3vb5uW41ppJJzPJ6AQArHnkEKx4xu7Efs7YrI1kzKHWrYe3oyAiy+TQNw4kEgMybo3T3\neTweVFRVIHY+hlhHDEcOHnF6SURE0x77BxQIWVmyO6MjXK6cZ3eic+YAMEPQf63RSjKMeaywJM3y\neODxejE4MN7UM9+Wpdvttq1mCZcr46amJCtj3qw+YfKWaPrNyX+99x7Of/UVXG43kskkDMPAcCLB\nMOawe+8zx3G9+ds3caztmMOrISKa/hjGCoS66WgTfFxuN1I5zu5Eq6oAAEdbW3Hx3LmM92wbrOq6\n6qoP5D+g7XK7bW835npdVr6yq3KzPB4U+f3q4D9gHvaXz3C5XBiKx2EYBsOYw+obzCpprpmnREQ0\ntRjGCoT7FmFslseT8yB11YIFE167VbDTAoGMbcp8lTGfrts+x1NUhDGbLUf5vOyqHADowWBGGEsP\ngkV+P25cMzu/FzGMOWr+wvmYVzM+r7SkrMTB1RARTX8MYwVCVoPsgo9f13OGpmhVVe6bizaVq0hZ\nGW709KgglC+M6cGg7TmvYDhsjcrJXK/sI5ZdGQOAcFkZrnd3q8+k/6xP03Cjp0f9npy1ZesWlFeW\nY+XqlWj5SYvTyyEimtYYxgqE1+czK2A2AcqvabdshLpoxQr1+3tqa9VBfbufKSkvRyqZxJVYDED+\nbUo9FFK3MwHg6qVL+Odf/6pmaMr3DMPAgQ8+UAf+7Zq7zq6uxnAigR5rRmZ2GOtjGCsYldWVePFX\nL+KpHz8Fb9HEKicREU0dhrEC4tf1jMP1HadO4dyJE/AFAhmvX714Ea3vv6/+3NjcjEAkgjkLFmDD\ns88iaA31Tm9hMZxIwEilUGbNpzzZ3o5UMqmCUS56KIThRGL8tuPgIHq7u9V3yBmVY6OjOHH4sNpu\ntQuClfPMra+jra0YGx3Flc5O9R4rY0RENFOxtUUB0YJBdRsRALo7O5EcG4Nf15GIx5FKJuFyu5GI\nx3G9u1t9LhAO42d79qi5j7Jq1XftGuZYZ8r+/NpreGrnTlTda96U+7KtDUPxeMb32ZEtKfp7exH1\n+1U1Kz2Mzaurm3CD0y6MzV+0CC6XC58fOoSL33yjGsUCZgDrtlpzMIwREdFMwspYAfHrekY4kue5\n/LoOwzAQt6pjdrfcvD6fOrgvB3vLShMw3vk+XFqKYCSCoXgcX7a15V1TuMQ8vN1rhT8ZusoqKwEh\ncNlqOCvDlwxvdmFMjjxKJZO4mlWRU9uUQsCXowEtERHRdMQwVkC0YBCDAwMqhCXTwhgwfj4r3zmv\nUHExhBAZ1bP081lLmpom/Mxvdu2yfa187lwAQKfVNkM+x6/rKKuowNfHj2M4kVDbqDIIJm7eVM85\nceiQ6rD/aEuLmgzg9flUp36fpqH/+nUU+Xw5G80SERFNR/xbr4BEolEYhqFCVPaWoKx05bsB6fF6\nUVZZidiZM+ogfXqlqrG5WQUeLRDA7OrqnM8qnj0bPk3DicOHMTI8jMsXLqj3apctQyIex4d792Lf\nO+8AGB9enl6VO9raikQ8DsAMio/v2IHGNWuwffdudYbNp2lIpVLcoiQiohmHYayAyG76sgolQ1dp\neTkATBh3dCtza2vRd+0avjpyBL3d3RkXAEIlJdi8fTtq6uuxffdudcbMjhAC8++/H0PxOP706qto\n279fvbds9Wp4i4pw7osv1O1MGcb6rJ5hwMTh4AuXLcPGbdvUPy8wfk6MYYyIiGYahrECIitUnx88\nCACInT0LwGxHIYTA6ePHASCjg34udY2NAIC/v/su/vjyyxOqafWrVqFl1y4UZ/Uos7N01SoAwJVY\nLCMIRsrKsHHbNvXnxStXIhAKwVNUhGuXL6vXJxMeGcaIiGim4m3KAlIyezYCkQi6Ojrw7iuv4NL5\n81i4dClmeTyIVlWhu7MTJ9vbcfTAAbW9l8vc2losWLwY50+etG3aejvuXbIEdY2NOH3MnFNYMW+8\nO/uSpiZzK9PvR4lVwau45x7Ezp7F6MgIPF7vbYUxdt8nIqKZhpWxAlOzZAmA8a1KqbqmBgDw4d69\nuH7lSt7nCCHwo+efR7i0FD5dx6MtLQiV3HqsTfoh/uwD/Ru2bsWKtWvx+I4dWL15c8Z7c+bPV0EM\nMIPgcCKBtv37ETtzBv1pI5ByYWWMiIhmKlbGCszKdevw+cGD6uC97Nt1X0MDjra23taz9GAQO196\nCTCM73xDUQ+FsP6ZZyb12bqGBhzctw//+egjQAjApht/Np+moaa+3nbWJhER0XTGyliBKa2oQGNz\nMwDg/gcfRMOaNQCAeXV1iFZVqc+FS0sn9TwhxF1vFTG7unq8fYYVxFx51uByu9GyaxeWPfTQnV4e\nERFRQWFlrABt2LoVP9i4ESGrpYW0/umn8be33kLt8uVofuIJh1Y3ORu2bkV3ZycS8TgefuyxSYdH\nIiKimUbYDXQuYN+bxf7P6QWQMi//R6atPuS/eVvowgg7vQT6vuobdHoF9G2Fp835YTGZD3GbkoiI\niMhBDGNEREREDnI0jAkhdgshDCFEmZPrICIiInKKY2FMCDEXwAYAF/J9loiIiGi6crIy9jsAP8f3\n6FA+ERER0VRzJIwJIZ4AcNEwjM+c+H4iIiKiQnHH+owJIfYDqLB565cAfgFg4ySf8wKAF6w/7jQM\n462pWeGdNZPbKVDhYFsImtGmT3sEmubuep8xIcRSAP8AIBvAVAO4BKDJMIzLd3UxRERERA5zvOmr\nEKIDwIOGYfQ4uhAiIiIiB7DPGBEREZGDHK+MEREREc1krIwREREROYhhjIiIiMhBDGNEREREDmIY\nIyIiInIQwxgRERGRgxjGiIiIiBzEMEZERETkIIYxIiIiIgf9H44vIPIoSRpeAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load ars matrix\n",
    "ars_df = lm.get_example_matrix('ars_enrichment_matrix',\n",
    "                              print_description=False)\n",
    "\n",
    "# load ars wt sequence\n",
    "with lm.open_example_datafile('ars_wt_sequence.txt',\n",
    "                              print_description=False) as f:\n",
    "    lines = f.readlines()\n",
    "    lines = [l.strip() for l in lines if '#' not in l]\n",
    "    ars_seq = ''.join(lines)\n",
    "\n",
    "# trim ars matrix and sequence\n",
    "start = 10\n",
    "stop = 100\n",
    "ars_df = ars_df.iloc[start:stop, :]\n",
    "ars_df.reset_index(inplace=True, drop=True)\n",
    "ars_seq = ars_seq[start:stop]\n",
    "\n",
    "# create and style logo\n",
    "logo = lm.Logo(ars_df,\n",
    "               color_scheme='dimgray',\n",
    "               font_name='Luxi Mono')\n",
    "logo.style_glyphs_in_sequence(sequence=ars_seq, color='darkorange')\n",
    "logo.style_spines(visible=False)\n",
    "logo.ax.set_ylim([-4, 4])\n",
    "logo.ax.set_ylabel('$\\log_2$ enrichment', labelpad=0)\n",
    "logo.ax.set_yticks([-4, -2, 0, 2, 4])\n",
    "logo.ax.set_xticks([])\n",
    "logo.highlight_position_range(pmin=7, pmax=22, color='lightcyan')\n",
    "logo.highlight_position_range(pmin=33, pmax=40, color='honeydew')\n",
    "logo.highlight_position_range(pmin=64, pmax=81, color='lavenderblush')\n",
    "\n",
    "##################################################################\n",
    "plt.savefig(outfile)\n",
    "plt.show()\n",
    "!open $outfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running ../logomaker/examples/demo_fig1f.py:\n",
      "-------------------------------------------------------------\n",
      "# do imports\n",
      "import matplotlib.pyplot as plt\n",
      "import numpy as np\n",
      "import logomaker as lm\n",
      "\n",
      "# load saliency matrix\n",
      "saliency_df = lm.get_example_matrix('nn_saliency_matrix',\n",
      "                                    print_description=False)\n",
      "\n",
      "# create and style saliency logo\n",
      "logo = lm.Logo(saliency_df)\n",
      "ax = logo.ax\n",
      "logo.style_spines(visible=False)\n",
      "logo.style_spines(spines=['left'], visible=True, bounds=[0, .75])\n",
      "ax.set_xlim([20, 115])\n",
      "ax.set_yticks([0, .75])\n",
      "ax.set_yticklabels(['0', '0.75'])\n",
      "ax.set_xticks([])\n",
      "ax.set_ylabel('        saliency', labelpad=-1)\n",
      "\n",
      "# draw gene\n",
      "exon_start = 55-.5\n",
      "exon_stop = 90+.5\n",
      "y = -.2\n",
      "ax.set_ylim([-.3, .75])\n",
      "ax.axhline(y, color='k', linewidth=1)\n",
      "xs = np.arange(-3, len(saliency_df),10)\n",
      "ys = y*np.ones(len(xs))\n",
      "ax.plot(xs, ys, marker='4', linewidth=0, markersize=5, color='k')\n",
      "ax.plot([exon_start, exon_stop],\n",
      "        [y, y], color='k', linewidth=10, solid_capstyle='butt')\n",
      "\n",
      "# show plot\n",
      "plt.show()\n",
      "\n",
      "-------------------------------------------------------------\n"
     ]
    },
    {
     "data": {
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NstplMcH/ljArtBeGXCbh7swhSTDI9u6CqUtC6wLCkJaBbNDbC1/+MlRVmWv2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\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rm: _static/examples_images/nn_saliency_logo.png: No such file or directory\r\n"
     ]
    }
   ],
   "source": [
    "lm.demo('fig1f')\n",
    "outfile = '_static/examples_images/nn_saliency_logo.png'\n",
    "!rm $outfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NstplMcH/ljArtBeGXCbh7swhSTDI9u6CqUtC6wLCkJaBbNDbC1/+MlRVmWv2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\n",
      "text/plain": [
       "<Figure size 720x180 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load saliency matrix\n",
    "saliency_df = lm.get_example_matrix('nn_saliency_matrix',\n",
    "                                    print_description=False)\n",
    "\n",
    "# create and style saliency logo\n",
    "logo = lm.Logo(saliency_df)\n",
    "ax = logo.ax\n",
    "logo.style_spines(visible=False)\n",
    "logo.style_spines(spines=['left'], visible=True, bounds=[0, .75])\n",
    "ax.set_xlim([20, 115])\n",
    "ax.set_yticks([0, .75])\n",
    "ax.set_yticklabels(['0', '0.75'])\n",
    "ax.set_xticks([])\n",
    "ax.set_ylabel('        saliency', labelpad=-1)\n",
    "\n",
    "# draw gene\n",
    "exon_start = 55-.5\n",
    "exon_stop = 90+.5\n",
    "y = -.2\n",
    "ax.set_ylim([-.3, .75])\n",
    "ax.axhline(y, color='k', linewidth=1)\n",
    "xs = np.arange(-3, len(saliency_df),10)\n",
    "ys = y*np.ones(len(xs))\n",
    "ax.plot(xs, ys, marker='4', linewidth=0, markersize=5, color='k')\n",
    "ax.plot([exon_start, exon_stop],\n",
    "        [y, y], color='k', linewidth=10, solid_capstyle='butt')\n",
    "\n",
    "##################################################################\n",
    "plt.savefig(outfile)\n",
    "plt.show()\n",
    "!open $outfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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